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1. Identification of VRK1 as a Novel Potential Biomarker for Prognosis and Immunotherapy in Hepatocellular Carcinoma

Author

He X, Zai G, Zhou L, Chen S, and Wang G

Subjects
vrk1, immune infiltration, immunotherapy, m6a, hcc, Pathology, RB1-214, Therapeutics. Pharmacology, RM1-950
Abstract

Xiaoyan He,1 Guozhen Zai,1 Lidan Zhou,2 Shengyang Chen,3 Guizhi Wang1 1Department of Pathology, the Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, People’s Republic of China; 2Department of Radiology, the Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, People’s Republic of China; 3Department of Hepatobiliary Pancreatic Surgery, the Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, People’s Republic of ChinaCorrespondence: Guizhi Wang, Email wgz2019@126.comBackground: Research has indicated that VRK1 is essential for the tumor cell cycle. However, its prognostic and immunotherapeutic predictive significance has not been documented in hepatocellular carcinoma (HCC).Methods: The TCGA, ICGC, and GSE14520 datasets were used to investigate VRK1 expression and its predictive significance of survival outcomes. The qRT-PCR and immunohistochemistry (IHC) were used to confirm the findings. The immunotherapeutic response of VRK1 was anticipated by the IMvigor210 cohort. Lastly, the association between immune infiltration, m6A modification, and functional enrichment of differentially expressed genes (DEGs) was investigated in connection to VRK1 expression.Results: VRK1 expression was markedly elevated on both the mRNA and protein levels in HCC. In HCC patients, a high expression of VRK1 was linked to a poor prognosis. Furthermore, there was a substantial positive correlation seen between increased VRK1 expression and the response rate to anti-PD-L1 immunotherapy. Relationships between VRK1 and m6A-related genes as well as different immune cells were shown by correlation studies. Lastly, enrichment analysis revealed a tight relationship between VRK1 and important biological functions, including DNA replication, cell cycle control, and fatty acid metabolism.Conclusion: Our research reveals the potential of VRK1 as a novel biomarker for prognosis and immunotherapy response in HCC patients.Keywords: VRK1, immune infiltration, immunotherapy, m6A, HCC

Published
2024

2. Trichotillomania: the impact of treatment history on the outcome of an Internet-based intervention

Author

Weidt S, Bruhl AB, Delsignore A, Zai G, Kuenburg A, Klaghofer R, and Rufer M

Subjects
trichotillomania, health-related quality of life, treatment experience, internet, online, hair-pulling, Neurosciences. Biological psychiatry. Neuropsychiatry, RC321-571, Neurology. Diseases of the nervous system, RC346-429
Abstract

Steffi Weidt,1 Annette Beatrix Bruehl,2,3 Aba Delsignore,1 Gwyneth Zai,2,4–6 Alexa Kuenburg,1 Richard Klaghofer,1 Michael Rufer1 1Department of Psychiatry and Psychotherapy, University Hospital Zurich, University of Zurich, Zurich, Switzerland; 2Department of Psychiatry, Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK; 3Department of Psychiatry, Psychotherapy and Psychosomatics, University Hospital of Psychiatry, Zurich, Switzerland; 4Department of Psychiatry, Institute of Medical Science, University of Toronto, 5Neurogenetics Section, Centre for Addiction and Mental Health, 6Department of Psychiatry, Frederick W. Thompson Anxiety Disorders Centre, Sunnybrook Health Sciences Centre, Toronto, ON, Canada Background: Many patients suffering from trichotillomania (TTM) have never undergone treatment. Without treatment, TTM often presents with a chronic course. Characteristics of TTM individuals who have never been treated (untreated) remain largely unknown. Whether treatment history impacts Internet-based interventions has not yet been investigated. We aimed to answer whether Internet-based interventions can reach untreated individuals and whether treatment history is associated with certain characteristics and impacts on the outcome of an Internet-based intervention.Methods: We provided Internet-based interventions. Subjects were characterized at three time points using the Massachusetts General Hospital Hairpulling Scale, Hamilton Depression Rating Scale, and the World Health Organization Quality of Life questionnaire.Results: Of 105 individuals, 34 were untreated. Health-related quality of life (HRQoL) was markedly impaired in untreated and treated individuals. Symptom severity did not differ between untreated and treated individuals. Nontreatment was associated with fewer depressive symptoms (P=0.002). Treatment history demonstrated no impact on the outcome of Internet-based interventions.Conclusion: Results demonstrate that Internet-based interventions can reach untreated TTM individuals. They show that untreated individuals benefit as much as treated individuals from such interventions. Future Internet-based interventions should focus on how to best reach/support untreated individuals with TTM. Additionally, future studies may examine whether Internet-based interventions can reach and help untreated individuals suffering from other psychiatric disorders. Keywords: trichotillomania, health-related quality of life, treatment experience, Internet, online, hairpulling

Published
2017

5. Correlation between triglyceride-glucose index and atherosclerosis in type 2 diabetes mellitus

Author

XU Haibo, ZAI Guotian, ZHU Yulin, WANG Cui, and WANG Kunlin

Subjects
triglyceride-glucose index, type 2 diabetes mellitus, atherosclerosis, glucose clamp, Medicine
Abstract

Objective To investigate the the clinical application of triglyceride-glucose (TyG) index and its correlation with atherosclerosis in patients with type 2 diabetes mellitus (T2DM). Methods From January 2020 to December 2022，499 patients with T2DM were screened from the inpatients and physical examination populations of Nanjing Jiangbei Hospital. Based on the presence or absence of atherosclerotic plaques， the subjects were divided into T2DM with plaques group (n=249) and T2DM without plaques group (n=250). The subjects underwent medical history collection，physical examination，and serum biochemical testing. The TyG index was calculated，and the correlation between TyG and common risk factors for T2DM atherosclerosis was statistically analyzed. Results The age，systolic blood pressure (SBP)，triglyceride (TG)，total cholesterol (TC)，fasting blood glucose (FBG)，glycosylated hemoglobin (HbA1c)，and apolipoprotein A of the T2DM without plaques group were lower than those in the T2DM with plaques group, the diastolic blood pressure (DBP) was higher than that in the T2DM with plaques group (P＜0.05). The TyG index in the T2DM with plaques group was higher than that in the T2DM without plaques group (11.52±0.37 vs 9.34±0.48, t=56.803, P＜0.01). TyG index was positively correlated with age, SBP, TG, TC, low-density lipoprotein cholesterol (LDL-C), uric acid (UA), and HbA1c (P＜0.05)，and negatively correlated with high-density lipoprotein cholesterol (HDL-C) and fasting C-peptide (P＜0.05). The area under ROC curve of TyG index for predicting T2DM atherosclerosis was 0.611 ，with a best cut-off value of 10.21，sensitivity of 84.8%, and specificity of 62.2%. Conclusion TyG index is closely related to multiple risk factors for atherosclerosis in patients with T2DM. TyG index combined with risk factors for atherosclerosis can comprehensively assess the risk of T2DM atherosclerosis development.

Published
2024
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6. Revealing the complex genetic architecture of obsessive-compulsive disorder using meta-analysis

Author

nternational Obsessive Compulsive Disorder Foundation Genetics Collaborative (IOCDF-GC), OCD Collaborative Genetics Association Studies (OCGAS): Arnold PD, Askland KD, Barlassina C, Bellodi L, Bienvenu OJ, Black D, Bloch M, Brentani H, Burton CL, Camarena B, Cappi C, Cath D, Cavallini M, Conti D, Cook E, Coric V, Cullen BA, Cusi D, Davis LK, Delorme R, Denys D, Derks E, Eapen V, Edlund C, Erdman L, Falkai P, Figee M, Fyer AJ, Geller DA, Goes FS, Grabe H, Grados MA, Greenberg BD, Grünblatt E, Guo W, Hanna GL, Hemmings S, Hounie AG, Jenicke M, Keenan C, Kennedy J, Khramtsova EA, Konkashbaev A, Knowles JA, Krasnow J, Lange C, Lanzagorta N, Leboyer M, Lennertz L, Li B, Liang KY, Lochner C, Macciardi F, Maher B, Maier W, Marconi M, Mathews CA, Matthesien M, McCracken JT, McLaughlin NC, Miguel EC, Moessner R, Murphy DL, Neale B, Nestadt G, Nestadt P, Nicolini H, Nurmi E, Osiecki L, Pauls DL, Piacentini J, Posthuma D, Pulver AE, Qin HD, Rasmussen SA, Rauch S, Richter MA, Riddle MA, Ripke S, Ruhrmann S, Sampaio AS, Samuels JF, Scharf JM, Shugart YY, Smit J, Stein D, Stewart SE, Turiel M, Vallada H, Veenstra-VanderWeele J, Wagner M, Walitza S, Wang Y, Wendland J, Vulink N, Yu D, Zai G., Amsterdam Neuroscience - Complex Trait Genetics, Complex Trait Genetics, Psychiatry, Amsterdam Neuroscience - Cellular & Molecular Mechanisms, Amsterdam Neuroscience - Compulsivity, Impulsivity & Attention, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, Amsterdam Reproduction & Development (AR&D), Human genetics, ANS - Compulsivity, Impulsivity & Attention, Adult Psychiatry, APH - Mental Health, Arnold, Paul D, Askland, Kathleen D, Barlassina, Cristina, Bellodi, Laura, Bienvenu, O. J, Black, Donald, Bloch, Michael, Brentani, Helena, Burton, Christie L, Camarena, Beatriz, Cappi, Carolina, Cath, Danielle, Cavallini, Maria, Conti, David, Cook, Edwin, Coric, Vladimir, Cullen, Bernadette A, Cusi, Danielle, Davis, Lea K, Delorme, Richard, Denys, Damiaan, Derks, Eske, Eapen, Valsamma, Edlund, Christopher, Erdman, Lauren, Falkai, Peter, Figee, Martijn, Fyer, Abigail J, Geller, Daniel A, Goes, Fernando S, Grabe, Han, Grados, Marcos A, Greenberg, Benjamin D, Grünblatt, Edna, Guo, Wei, Hanna, Gregory L, Hemmings, Sian, Hounie, Ana G, Jenicke, Michael, Keenan, Clare, Kennedy, Jame, Khramtsova, Ekaterina A, Konkashbaev, Anuar, Knowles, James A, Krasnow, Janice, Lange, Cristophe, Lanzagorta, Nuria, Leboyer, Marion, Lennertz, Leonhard, Li, Bingbin, Liang, K. y, Lochner, Christine, Macciardi, Fabio, Maher, Brion, Maier, Wolfgang, Marconi, Maurizio, Mathews, Carol A, Matthesien, Manuel, Mccracken, James T, Mclaughlin, Nicole C, Miguel, Euripedes C, Moessner, Rainald, Murphy, Dennis L, Neale, Benjamin, Nestadt, Gerald, Nestadt, Paul, Nicolini, Humberto, Nurmi, Ericka, Osiecki, Lisa, Pauls, David L, Piacentini, John, Posthuma, Danielle, Pulver, Ann E, Qin, H. d, Rasmussen, Steven A, Rauch, Scott, Richter, Margaret A, Riddle, Mark A, Ripke, Stephan, Ruhrmann, Stephan, Sampaio, Aline S, Samuels, Jack F, Scharf, Jeremiah M, Shugart, Yin Yao, Smit, Jan, Stein, Daniel, Stewart, S. Evelyn, Turiel, Maurizio, Vallada, Homero, Veenstra vanderweele, Jeremy, Wagner, Michael, Walitza, Susanne, Wang, Y, Wendland, Jen, Vulink, Nienke, Yu, Dongmei, Zai, Gwyneth, and Netherlands Institute for Neuroscience (NIN)

Subjects
0301 basic medicine, Genetics, TRANSTORNO OBSESSIVO-COMPULSIVO, Single-nucleotide polymorphism, Odds ratio, Biology, Heritability, Confidence interval, Genetic architecture, Minor allele frequency, 03 medical and health sciences, Cellular and Molecular Neuroscience, Psychiatry and Mental health, 030104 developmental biology, 0302 clinical medicine, Journal Article, SNP, SDG 2 - Zero Hunger, Molecular Biology, 030217 neurology & neurosurgery, Genetic association
Abstract

Two obsessive-compulsive disorder (OCD) genome-wide association studies (GWASs) have been published by independent OCD consortia, the International Obsessive-Compulsive Disorder Foundation Genetics Collaborative (IOCDF-GC) and the OCD Collaborative Genetics Association Study (OCGAS), but many of the top-ranked signals were supported in only one study. We therefore conducted a meta-analysis from the two consortia, investigating a total of 2688 individuals of European ancestry with OCD and 7037 genomically matched controls. No single-nucleotide polymorphisms (SNPs) reached genome-wide significance. However, in comparison with the two individual GWASs, the distribution of P-values shifted toward significance. The top haplotypic blocks were tagged with rs4733767 (P=7.1 × 10(-7); odds ratio (OR)=1.21; confidence interval (CI): 1.12-1.31, CASC8/CASC11), rs1030757 (P=1.1 × 10(-6); OR=1.18; CI: 1.10-1.26, GRID2) and rs12504244 (P=1.6 × 10(-6); OR=1.18; CI: 1.11-1.27, KIT). Variants located in or near the genes ASB13, RSPO4, DLGAP1, PTPRD, GRIK2, FAIM2 and CDH20, identified in linkage peaks and the original GWASs, were among the top signals. Polygenic risk scores for each individual study predicted case-control status in the other by explaining 0.9% (P=0.003) and 0.3% (P=0.0009) of the phenotypic variance in OCGAS and the European IOCDF-GC target samples, respectively. The common SNP heritability in the combined OCGAS and IOCDF-GC sample was estimated to be 0.28 (s.e.=0.04). Strikingly, ∼65% of the SNP-based heritability in the OCGAS sample was accounted for by SNPs with minor allele frequencies of ⩾40%. This joint analysis constituting the largest single OCD genome-wide study to date represents a major integrative step in elucidating the genetic causes of OCD.Molecular Psychiatry advance online publication, 1 August 2017; doi:10.1038/mp.2017.154.

Published
2018

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

Author

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

Abstract

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

Published
2018

12. Whole-exome sequencing in obsessive-compulsive disorder identifies rare mutations in immunological and neurodevelopmental pathways

Author

Cappi, C, primary, Brentani, H, additional, Lima, L, additional, Sanders, S J, additional, Zai, G, additional, Diniz, B J, additional, Reis, V N S, additional, Hounie, A G, additional, Conceição do Rosário, M, additional, Mariani, D, additional, Requena, G L, additional, Puga, R, additional, Souza-Duran, F L, additional, Shavitt, R G, additional, Pauls, D L, additional, Miguel, E C, additional, and Fernandez, T V, additional

Published
2016
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25. Genomic Relationships, Novel Loci, and Pleiotropic Mechanisms across Eight Psychiatric Disorders

Author

Laura M. Thornton, Paul Lichtenstein, Verneri Anttila, Diego Albani, Josep Antoni Ramos-Quiroga, Roger A.H. Adan, Monika Schlögelhofer, Stephen Sanders, Enrique Castelao, Klaus Berger, Nina Dalkner, Urs Heilbronner, Engilbert Sigurdsson, Pablo Mir, Fuquan Zhang, James T.R. Walters, Patrick F. Sullivan, Fragiskos Gonidakis, F. Kyle Satterstrom, Sara Marsal, Per Hoffmann, Amy Perry, Valentina Ciullo, Beate Herpertz-Dahlmann, Catharina Lavebratt, Kieran C. Murphy, Tammy Hedderly, Hyun Ju Hong, Evald Saemundsen, Sascha B. Fischer, Hailiang Huang, Andrew D. Grotzinger, Nienke Vulink, Murray B. Stein, Mark A. Frye, Laura J. Scott, David Curtis, Todd Lencz, Janiece E. DeSocio, Richard A. Belliveau, Eduard Vieta, Andrea Dietrich, Wade H. Berrettini, Kenneth S. Kendler, Marquis P. Vawter, Paul S. Nestadt, Michael E. Talkowski, Manuel Mattheisen, Ingrid Agartz, Elisa Docampo, Bernhard T. Baune, Stefan Ehrlich, Jolanta Lissowska, Felecia Cerrato, Terje Nærland, Robin M. Murray, Jennifer Reichert, Annette M. Hartmann, Hannelore Ehrenreich, Howard J. Edenberg, Katherine A. Halmi, Qingqin S. Li, Peristera Paschou, Marie Bækvad-Hansen, Esther Walton, Alessio Maria Monteleone, Ted Reichborn-Kjennerud, Frank Bellivier, Jungeun Song, D. Blake Woodside, Young Shin Kim, Jochen Seitz, Jacques Pantel, Palmiero Monteleone, Erika L. Nurmi, Rodney J. Scott, Kang Sim, Ekaterina A. Khramtsova, Udo Dannlowski, Rolf Adolfsson, Danielle Posthuma, Melissa J. Green, Laura Ibanez-Gomez, Jakob Grove, Elvira Bramon, Gregory L. Hanna, Cynthia M. Bulik, Yiran Guo, Stephan Ripke, Mary M. Robertson, Harald N. Aschauer, Adebayo Anjorin, Joanna Martin, Bertram Müller-Myhsok, Deborah Kaminská, Jose Guzman-Parra, Benedetta Nacmias, Erik G. Jönsson, Jonathan R. I. Coleman, Douglas F. Levinson, Hamdi Mbarek, Gun Peggy Knudsen, Karin Egberts, Mette Nyegaard, Patrik K. E. Magnusson, Mark Adams, Douglas Blackwood, Elisabeth B. Binder, Marcus Ising, Anna R. Docherty, Jim van Os, Nese Direk, Lina Martinsson, Maria Arranz, Christel M. Middeldorp, Stefan Kloiber, Sintia Iole Belangero, Eske M. Derks, Ingrid Melle, Erlend Bøen, Jan Haavik, Federica Piras, Unna N. Danner, Anil K. Malhotra, Gerome Breen, Stephen V. Faraone, Amanda B Zheutlin, Timothy Poterba, Stephan Ruhrmann, Inge Joa, Ulrik Fredrik Malt, Sarah E. Bergen, Federica Tozzi, Lauren A. Weiss, Hana Papezova, Dominic Holland, Elliot S. Gershon, Jaakko Kaprio, Merete Nordentoft, Scott D. Gordon, Christopher Pittenger, Keun-Ah Cheon, Jennifer Jordan, Philip Gorwood, Myrna M. Weissman, Preben Bo Mortensen, Melissa A. Munn-Chernoff, Isobel Heyman, Eun-Young Shin, Christie L. Burton, Katherine Gordon-Smith, Sietske G. Helder, Peter Nagy, Till F. M. Andlauer, Yunpeng Wang, Young Key Kim, Kate Langley, Søren Dalsgaard, Richard Delorme, Torbjørn Elvsåshagen, Bennett L. Leventhal, Giovanni Gambaro, Christos Androutsos, Jennifer Tübing, Marion Roberts, Annelie Nordin Adolfsson, Hakon Hakonarson, Dorothy E. Grice, Vaughan J. Carr, Konstantinos Tziouvas, Stephanie Zerwas, Cathy L. Barr, Michael Conlon O'Donovan, Per Qvist, Beate St Pourcain, Samuel Kuperman, Leila Karhunen, Jack Samuels, Markus M. Nöthen, Martien J H Kas, Alfonso Tortorella, Mikael Landén, Jennifer Crosbie, Marco A. Grados, Joanna M. Biernacka, Paul D. Arnold, Irene A. Malaty, Jurjen J. Luykx, Nicholas Bass, Naomi R. Wray, Catharina A. Hartman, Christina M. Hultman, Michael S. Okun, Brandon Wormley, Michael Bauer, Daniel J. Smith, Ian Jones, Kathryn Roeder, Brien P. Riley, Caroline M. Nievergelt, Katrin Gade, Sarah Kittel-Schneider, Roy H. Perlis, James R. Mitchell, Ziarih Hawi, James Lee, Liz Forty, William E. Bunney, Thomas Damm Als, Catherine Schaefer, Digby Quested, Matteo Cassina, Anna C. Koller, Patrick Turley, Agnes A. Steixner, Anu Raevuori, Assen Jablensky, Peter Holmans, Dong-Ho Song, S. Evelyn Stewart, Jan K. Buitelaar, Fernando S. Goes, Alexander Münchau, Ayman H. Fanous, Nicolas Ramoz, James B. Potash, Monica Gratacos Mayora, Tobias Banaschewski, Céline S. Reinbold, Renata Rizzo, Arianna Di Florio, Lenka Foretova, Gianfranco Spalletta, Aarno Palotie, Eleftheria Zeggini, Lawrence W. Brown, Julie K. O'Toole, Lynn E. DeLisi, Ulrich Schall, Mary Roberson, Barbara J. Coffey, Bryan J. Mowry, Murray J. Cairns, Dan J. Stein, Glyn Lewis, Marta Ribasés, C. Robert Cloninger, Bettina Konte, John B. Vincent, Duncan S. Palmer, Radhika Kandaswamy, Christine Ladd-Acosta, Lars Alfredsson, Frank Visscher, Ulrike Schmidt, Aiden Corvin, Susan L. Santangelo, Brenda W.J.H. Penninx, David J. Porteous, Tetsuya Ando, Arne E. Vaaler, Bru Cormand, Laura Carlberg, Claire Churchhouse, Manfred Stuhrmann, Niamh Mullins, Christine Søholm Hansen, Cathy L. Budman, Hartmut Imgart, Dan E. Arking, James J. McGough, Michael Gill, Christel Depienne, Roland Burghardt, Antonio Julià, Anders M. Dale, Sven Sandin, Katharina Domschke, Maria Grigoroiu-Serbanescu, Susana Jiménez-Murcia, Marianne Giørtz Pedersen, Zsanett Tarnok, Gisli Baldursson, Michele T. Pato, David M. Hougaard, Thorgeir E. Thorgeirsson, Katharina Bey, Kerstin J. Plessen, Margaret A. Richter, Ole A. Andreassen, Claudine Laurent-Levinson, Leonid Padyukov, Jacques Mallet, Daniela Degortes, John R. Kelsoe, Robert D. Levitan, Andreas Reif, Chaim Huyser, Derek W. Morris, Sina Wanderer, William Byerley, Edna Grünblatt, E.J.C. de Geus, Hyejung Won, Josephine Elia, Rudolf Uher, Jay A. Tischfield, Andreas Karwautz, Gustavo Turecki, Pieter J. Hoekstra, Dorret I. Boomsma, Jacob Rosenthal, Daniele Cusi, Michael C. Neale, Sara Mostafavi, Gwyneth Zai, F. Anthony O'Neill, Gary Donohoe, Karola Rehnström, Harry Brandt, Helena Gaspar, Francis J. McMahon, H-Erich Wichmann, Andrew W. Bergen, Giovanni Coppola, Lea K. Davis, Lenka Slachtova, Olav B. Smeland, Erin C. Dunn, Nicholas G. Martin, Allan L. Naarden, Jo Knight, Cristina Sánchez-Mora, Masashi Ikeda, Lorraine Southam, Sandro Sorbi, Barbara Franke, Martin Schalling, Russell Schachar, Yen-Chen Anne Feng, Kirsten R. Müller-Vahl, André Scherag, Zhaozhong Zhu, Eric A. Storch, Páll Magnússon, David Cohen, Olafur O Gudmundsson, Harvey S. Singer, Brian Kelly, Jonas Bybjerg-Grauholm, Blanca Garcia-Delgar, Thomas Hansen, Carmel M. Loughland, Christine Lochner, Stacy Steinberg, Martin Woods, Jorge A. Quiroz, Raquel Rabionet, Alden Y. Huang, Janice M. Fullerton, María Soler Artigas, Hans J. Grabe, Philip Asherson, Margit Burmeister, Alicia R. Martin, Martin A. Kennedy, Janet Treasure, Anders D. Børglum, Eva C. Schulte, Andreas Hartmann, Frans Henskens, Youl-Ri Kim, Jens Treutlein, Joanna Hauser, Manfred M. Fichter, Damiaan Denys, Ann E. Pulver, Kelly L. Klump, Paul Sandor, Michael Wagner, Philippe Courtet, Sandra Van der Auwera, Susanne Lucae, Eystein Stordal, Michel G. Nivard, Maurizio Clementi, Astrid Morer, Philip B. Mitchell, Huda Akil, Edwin H. Cook, Jennifer L. Moran, Donald W. Black, Jeremiah M. Scharf, Jana Strohmaier, Colm McDonald, Meg M.-J. Wang, Richard M. Myers, Stephanie Godard, Pablo V. Gejman, Athanasios Maras, Marcella Rietschel, Nancy G. Buccola, Konstantinos Hatzikotoulas, Dalila Pinto, Jouke-Jan Hottenga, Kari Stefansson, James S. Sutcliffe, Andres Metspalu, Amaia Hervás, Joel Gelernter, Wolfgang Herzog, Paula Rovira, Gunnar Morken, Tara Murphy, Mark Weiser, Vincent Millischer, Frank Dudbridge, Dan Rujescu, Vladimir Bencko, Valdo Ricca, Kimberly Chambert, Guy A. Rouleau, James J. Crowley, Thomas G. Schulze, Toni-Kim Clarke, Triinu Peters, Gudrun Wagner, Daniel A. Geller, Henry R. Kranzler, G. Bragi Walters, Vera Golimbet, Clement C. Zai, Nigel Williams, Andreas Birgegård, Joseph D. Buxbaum, Elliot M. Tucker-Drob, Jerome C. Foo, Tracey L. Petryshen, Daniel P. Howrigan, Hunna J. Watson, Franziska Degenhardt, Peter R. Schofield, Jesper Buchhave Poulsen, Stefan Herms, Johannes Hebebrand, Mario Maj, George Kirov, Fabrizio Piras, Sara McDevitt, James T. McCracken, Carol A. Mathews, Michael John Owen, Peter Falkai, Donald L. Gilbert, Enda M. Byrne, Fernando Fernández-Aranda, Csaba Barta, Stéphane Jamain, Jubao Duan, Dongmei Yu, Danielle C. Cath, Ole Mors, Sigrun Hope, Laramie E. Duncan, Alan R. Sanders, Sang-Yun Oh, Carsten Bøcker Pedersen, Henning Tiemeier, Roseann E. Peterson, Raymond K. Walters, Margarita C T Slof-Op 't Landt, Madeline Alexander, Stephanie Le Hellard, Ina Giegling, Annemarie A. van Elburg, Steven P. Hamilton, Vesna Boraska Perica, Thomas V. Fernandez, Danielle M. Dick, Francesco Bettella, Roel A. Ophoff, Grant W. Montgomery, Gerald Nestadt, Nakao Iwata, Jessica H. Baker, Walter H. Kaye, Jeremy M. Silverman, Mark J. Daly, Robert A. King, Sarah E. Medland, Anastasios Konstantinidis, Robert D. Oades, Samuel H. Zinner, Steven Crawford, Daniel H. Geschwind, Patrick W. L. Leung, Martin Alda, Marie Navratilova, Pak C. Sham, Paul A. Tooney, Tian Ge, Veit Roessner, Martin Preisig, Thomas Werge, Eli A. Stahl, David A. Collier, Stephanie H. Witt, Dermot Walsh, Miquel Casas, Anna Keski-Rahkonen, Jane H. Christensen, Silvia De Rubeis, Giorgio Pistis, Sven Cichon, Bruno Etain, Dominique Campion, O. Joseph Bienvenu, Christian Dina, Manolis Kogevinas, Thomas Espeseth, Benjamin M. Neale, Ditte Demontis, Klaus-Peter Lesch, Marina Mitjans, Tiffany A. Greenwood, Marcos Madruga-Garrido, Sibylle G. Schwab, Oedegaard Ketil Joachim, Hreinn Stefansson, Sara A. Paciga, Monica Forzan, Dieter B. Wildenauer, Lena Backlund, A. Jeremy Willsey, Carlos N. Pato, Nicholas John Craddock, Inge A. Meijer, Sandra K. Loo, Filip Rybakowski, Tracey D. Wade, Scott J. Crow, Bernard Lerer, Valsamma Eapen, Esben Agerbo, Andrew M. McIntosh, Luis Augusto Rohde, Susan L. McElroy, Stephan Zipfel, Peter P. Zandi, Cathryn M. Lewis, Lars Klareskog, Martin Begemann, Phil Lee, Richard Anney, Mark A. Bellgrove, Lisa Jones, Andreas J. Forstner, Agnieszka Słopień, Hilary Coon, Dong Li, Alessandro Serretti, Carsten Horn, Christos Pantelis, Ryan L. Collins, David M. Howard, Lucía Colodro-Conde, Pippa A. Thomson, Martin Hautzinger, Alysa E. Doyle, Julie Hagstrøm, Oliver S. P. Davis, Karen S. Mitchell, Jordan W. Smoller, Michael Strober, John I. Nurnberger, Andrea G. Ludolph, Monika Budde, Anna Maaser, Lambertus Klei, Aribert Rothenberger, Yulia Worbe, Fabian Streit, James L. Kennedy, Barbara E. Stranger, Ashley Dumont, Jianxin Shi, Dale R. Nyholt, Craig Johnson, Jonna Kuntsi, Yun-Joo Koh, Loes M. Olde Loohuis, Robert B. Freedman, Anke Hinney, Susanne Walitza, Enrico Domenici, Margarita Rivera, Sodahm Kook, Erica Greenberg, Tetyana Zayats, Josef Frank, Gary A. Heiman, Andrew McQuillin, Abraham Reichenberg, Piotr M. Czerski, Humberto Nicolini, Lee P.H., Anttila V., Won H., Feng Y.-C.A., Rosenthal J., Zhu Z., Tucker-Drob E.M., Nivard M.G., Grotzinger A.D., Posthuma D., Wang M.M.-J., Yu D., Stahl E.A., Walters R.K., Anney R.J.L., Duncan L.E., Ge T., Adolfsson R., Banaschewski T., Belangero S., Cook E.H., Coppola G., Derks E.M., Hoekstra P.J., Kaprio J., Keski-Rahkonen A., Kirov G., Kranzler H.R., Luykx J.J., Rohde L.A., Zai C.C., Agerbo E., Arranz M.J., Asherson P., Baekvad-Hansen M., Baldursson G., Bellgrove M., Belliveau R.A., Buitelaar J., Burton C.L., Bybjerg-Grauholm J., Casas M., Cerrato F., Chambert K., Churchhouse C., Cormand B., Crosbie J., Dalsgaard S., Demontis D., Doyle A.E., Dumont A., Elia J., Grove J., Gudmundsson O.O., Haavik J., Hakonarson H., Hansen C.S., Hartman C.A., Hawi Z., Hervas A., Hougaard D.M., Howrigan D.P., Huang H., Kuntsi J., Langley K., Lesch K.-P., Leung P.W.L., Loo S.K., Martin J., Martin A.R., McGough J.J., Medland S.E., Moran J.L., Mors O., Mortensen P.B., Oades R.D., Palmer D.S., Pedersen C.B., Pedersen M.G., Peters T., Poterba T., Poulsen J.B., Ramos-Quiroga J.A., Reif A., Ribases M., Rothenberger A., Rovira P., Sanchez-Mora C., Satterstrom F.K., Schachar R., Artigas M.S., Steinberg S., Stefansson H., Turley P., Walters G.B., Werge T., Zayats T., Arking D.E., Bettella F., Buxbaum J.D., Christensen J.H., Collins R.L., Coon H., De Rubeis S., Delorme R., Grice D.E., Hansen T.F., Holmans P.A., Hope S., Hultman C.M., Klei L., Ladd-Acosta C., Magnusson P., Naerland T., Nyegaard M., Pinto D., Qvist P., Rehnstrom K., Reichenberg A., Reichert J., Roeder K., Rouleau G.A., Saemundsen E., Sanders S.J., Sandin S., St Pourcain B., Stefansson K., Sutcliffe J.S., Talkowski M.E., Weiss L.A., Willsey A.J., Agartz I., Akil H., Albani D., Alda M., Als T.D., Anjorin A., Backlund L., Bass N., Bauer M., Baune B.T., Bellivier F., Bergen S.E., Berrettini W.H., Biernacka J.M., Blackwood D.H.R., Boen E., Budde M., Bunney W., Burmeister M., Byerley W., Byrne E.M., Cichon S., Clarke T.-K., Coleman J.R.I., Craddock N., Curtis D., Czerski P.M., Dale A.M., Dalkner N., Dannlowski U., Degenhardt F., Di Florio A., Elvsashagen T., Etain B., Fischer S.B., Forstner A.J., Forty L., Frank J., Frye M., Fullerton J.M., Gade K., Gaspar H.A., Gershon E.S., Gill M., Goes F.S., Gordon S.D., Gordon-Smith K., Green M.J., Greenwood T.A., Grigoroiu-Serbanescu M., Guzman-Parra J., Hauser J., Hautzinger M., Heilbronner U., Herms S., Hoffmann P., Holland D., Jamain S., Jones I., Jones L.A., Kandaswamy R., Kelsoe J.R., Kennedy J.L., Joachim O.K., Kittel-Schneider S., Kogevinas M., Koller A.C., Lavebratt C., Lewis C.M., Li Q.S., Lissowska J., Loohuis L.M.O., Lucae S., Maaser A., Malt U.F., Martin N.G., Martinsson L., McElroy S.L., McMahon F.J., McQuillin A., Melle I., Metspalu A., Millischer V., Mitchell P.B., Montgomery G.W., Morken G., Morris D.W., Muller-Myhsok B., Mullins N., Myers R.M., Nievergelt C.M., Nordentoft M., Adolfsson A.N., Nothen M.M., Ophoff R.A., Owen M.J., Paciga S.A., Pato C.N., Pato M.T., Perlis R.H., Perry A., Potash J.B., Reinbold C.S., Rietschel M., Rivera M., Roberson M., Schalling M., Schofield P.R., Schulze T.G., Scott L.J., Serretti A., Sigurdsson E., Smeland O.B., Stordal E., Streit F., Strohmaier J., Thorgeirsson T.E., Treutlein J., Turecki G., Vaaler A.E., Vieta E., Vincent J.B., Wang Y., Witt S.H., Zandi P., Adan R.A.H., Alfredsson L., Ando T., Aschauer H., Baker J.H., Bencko V., Bergen A.W., Birgegard A., Perica V.B., Brandt H., Burghardt R., Carlberg L., Cassina M., Clementi M., Courtet P., Crawford S., Crow S., Crowley J.J., Danner U.N., Davis O.S.P., Degortes D., DeSocio J.E., Dick D.M., Dina C., Docampo E., Egberts K., Ehrlich S., Espeseth T., Fernandez-Aranda F., Fichter M.M., Foretova L., Forzan M., Gambaro G., Giegling I., Gonidakis F., Gorwood P., Mayora M.G., Guo Y., Halmi K.A., Hatzikotoulas K., Hebebrand J., Helder S.G., Herpertz-Dahlmann B., Herzog W., Hinney A., Imgart H., Jimenez-Murcia S., Johnson C., Jordan J., Julia A., Kaminska D., Karhunen L., Karwautz A., Kas M.J.H., Kaye W.H., Kennedy M.A., Kim Y.-R., Klareskog L., Klump K.L., Knudsen G.P.S., Landen M., Le Hellard S., Levitan R.D., Li D., Lichtenstein P., Maj M., Marsal S., McDevitt S., Mitchell J., Monteleone P., Monteleone A.M., Munn-Chernoff M.A., Nacmias B., Navratilova M., O'Toole J.K., Padyukov L., Pantel J., Papezova H., Rabionet R., Raevuori A., Ramoz N., Reichborn-Kjennerud T., Ricca V., Roberts M., Rujescu D., Rybakowski F., Scherag A., Schmidt U., Seitz J., Slachtova L., Slof-Op't Landt M.C.T., Slopien A., Sorbi S., Southam L., Strober M., Tortorella A., Tozzi F., Treasure J., Tziouvas K., van Elburg A.A., Wade T.D., Wagner G., Walton E., Watson H.J., Wichmann H.-E., Woodside D.B., Zeggini E., Zerwas S., Zipfel S., Adams M.J., Andlauer T.F.M., Berger K., Binder E.B., Boomsma D.I., Castelao E., Colodro-Conde L., Direk N., Docherty A.R., Domenici E., Domschke K., Dunn E.C., Foo J.C., de. Geus E.J.C., Grabe H.J., Hamilton S.P., Horn C., Hottenga J.-J., Howard D., Ising M., Kloiber S., Levinson D.F., Lewis G., Magnusson P.K.E., Mbarek H., Middeldorp C.M., Mostafavi S., Nyholt D.R., Penninx B.W., Peterson R.E., Pistis G., Porteous D.J., Preisig M., Quiroz J.A., Schaefer C., Schulte E.C., Shi J., Smith D.J., Thomson P.A., Tiemeier H., Uher R., van der Auwera S., Weissman M.M., Alexander M., Begemann M., Bramon E., Buccola N.G., Cairns M.J., Campion D., Carr V.J., Cloninger C.R., Cohen D., Collier D.A., Corvin A., DeLisi L.E., Donohoe G., Dudbridge F., Duan J., Freedman R., Gejman P.V., Golimbet V., Godard S., Ehrenreich H., Hartmann A.M., Henskens F.A., Ikeda M., Iwata N., Jablensky A.V., Joa I., Jonsson E.G., Kelly B.J., Knight J., Konte B., Laurent-Levinson C., Lee J., Lencz T., Lerer B., Loughland C.M., Malhotra A.K., Mallet J., McDonald C., Mitjans M., Mowry B.J., Murphy K.C., Murray R.M., O'Neill F.A., Oh S.-Y., Palotie A., Pantelis C., Pulver A.E., Petryshen T.L., Quested D.J., Riley B., Sanders A.R., Schall U., Schwab S.G., Scott R.J., Sham P.C., Silverman J.M., Sim K., Steixner A.A., Tooney P.A., van Os J., Vawter M.P., Walsh D., Weiser M., Wildenauer D.B., Williams N.M., Wormley B.K., Zhang F., Androutsos C., Arnold P.D., Barr C.L., Barta C., Bey K., Bienvenu O.J., Black D.W., Brown L.W., Budman C., Cath D., Cheon K.-A., Ciullo V., Coffey B.J., Cusi D., Davis L.K., Denys D., Depienne C., Dietrich A., Eapen V., Falkai P., Fernandez T.V., Garcia-Delgar B., Geller D.A., Gilbert D.L., Grados M.A., Greenberg E., Grunblatt E., Hagstrom J., Hanna G.L., Hartmann A., Hedderly T., Heiman G.A., Heyman I., Hong H.J., Huang A., Huyser C., Ibanez-Gomez L., Khramtsova E.A., Kim Y.K., Kim Y.-S., King R.A., Koh Y.-J., Konstantinidis A., Kook S., Kuperman S., Leventhal B.L., Lochner C., Ludolph A.G., Madruga-Garrido M., Malaty I., Maras A., McCracken J.T., Meijer I.A., Mir P., Morer A., Muller-Vahl K.R., Munchau A., Murphy T.L., Naarden A., Nagy P., Nestadt G., Nestadt P.S., Nicolini H., Nurmi E.L., Okun M.S., Paschou P., Piras F., Pittenger C., Plessen K.J., Richter M.A., Rizzo R., Robertson M., Roessner V., Ruhrmann S., Samuels J.F., Sandor P., Schlogelhofer M., Shin E.-Y., Singer H., Song D.-H., Song J., Spalletta G., Stein D.J., Stewart S.E., Storch E.A., Stranger B., Stuhrmann M., Tarnok Z., Tischfield J.A., Tubing J., Visscher F., Vulink N., Wagner M., Walitza S., Wanderer S., Woods M., Worbe Y., Zai G., Zinner S.H., Sullivan P.F., Franke B., Daly M.J., Bulik C.M., McIntosh A.M., O'Donovan M.C., Zheutlin A., Andreassen O.A., Borglum A.D., Breen G., Edenberg H.J., Fanous A.H., Faraone S.V., Gelernter J., Mathews C.A., Mattheisen M., Mitchell K.S., Neale M.C., Nurnberger J.I., Ripke S., Santangelo S.L., Scharf J.M., Stein M.B., Thornton L.M., Walters J.T.R., Wray N.R., Geschwind D.H., Neale B.M., Kendler K.S., Smoller J.W., Human genetics, Amsterdam Neuroscience - Complex Trait Genetics, Amsterdam Reproduction & Development (AR&D), Epidemiology and Data Science, APH - Mental Health, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, Psychiatry, APH - Digital Health, Clinical Cognitive Neuropsychiatry Research Program (CCNP), Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Kas lab, Adult Psychiatry, Child Psychiatry, ANS - Complex Trait Genetics, Aarno Palotie / Principal Investigator, Jaakko Kaprio / Principal Investigator, Centre of Excellence in Complex Disease Genetics, Genetic Epidemiology, Department of Public Health, University Management, Anna Keski-Rahkonen / Principal Investigator, Department of Medical and Clinical Genetics, Clinicum, HUS Psychiatry, Institute for Molecular Medicine Finland, Research Programs Unit, Genomics of Neurological and Neuropsychiatric Disorders, Biological Psychology, Complex Trait Genetics, APH - Methodology, APH - Personalized Medicine, APH - Health Behaviors & Chronic Diseases, Lee, P. 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Subjects
Netherlands Twin Register (NTR), cross-disorder genetics, Medizin, Genome-wide association study, Tourette syndrome, functional genomics, gene expression, genetic architecture, genetic correlation, GWAS, neurodevelopment, pleiotropy, psychiatric disorders, Psychiatric genetics, 0302 clinical medicine, Pleiotropy, functional genomic, WIDE ASSOCIATION, cross-disorder genetic, 0303 health sciences, Mental Disorders, Genetic Pleiotropy, HUMAN BRAIN, INSIGHTS, Autism spectrum disorder, Schizophrenia, DISEASES, GENETIC CORRELATIONS, medicine.medical_specialty, Neurogenesis, Quantitative Trait Loci, BF, Biology, GENOTYPE IMPUTATION, Psychiatric geneticscross-disorder geneticspsychiatric disorderspleiotropyneurodevelopmentGWASgenetic correlationgene expressiongenetic architecturefunctional genomics, Article, General Biochemistry, Genetics and Molecular Biology, psychiatric disorder, 03 medical and health sciences, SDG 3 - Good Health and Well-being, medicine, Humans, Genetic Predisposition to Disease, Bipolar disorder, TRANSCRIPTOME, Psychiatry, 030304 developmental biology, Gwas, Psychiatric Genetics, Cross-disorder Genetics, Functional Genomics, Gene Expression, Genetic Architecture, Genetic Correlation, Neurodevelopment, Psychiatric Disorders, Neurodevelopmental disorders Donders Center for Medical Neuroscience [Radboudumc 7], IDENTIFICATION, MUTATIONS, medicine.disease, Genetic architecture, DEMETHYLASE, RC0321, 1182 Biochemistry, cell and molecular biology, 030217 neurology & neurosurgery, Genome-Wide Association Study
Abstract

Genetic influences on psychiatric disorders transcend diagnostic boundaries, suggesting substantial pleiotropy of contributing loci. However, the nature and mechanisms of these pleiotropic effects remain unclear. We performed analyses of 232,964 cases and 494,162 controls from genome-wide studies of anorexia nervosa, attention-deficit/hyper-activity disorder, autism spectrum disorder, bipolar disorder, major depression, obsessive-compulsive disorder, schizophrenia, and Tourette syndrome. Genetic correlation analyses revealed a meaningful structure within the eight disorders, identifying three groups of inter-related disorders. Meta-analysis across these eight disorders detected 109 loci associated with at least two psychiatric disorders, including 23 loci with pleiotropic effects on four or more disorders and 11 loci with antagonistic effects on multiple disorders. The pleiotropic loci are located within genes that show heightened expression in the brain throughout the lifespan, beginning prenatally in the second trimester, and play prominent roles in neurodevelopmental processes. These findings have important implications for psychiatric nosology, drug development, and risk prediction.

Published
2019

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

27. Summaries From The XIX World Congress of Psychiatric Genetics, Washington, DC, September 10–14, 2011

Author

Tristram A. Lett, Nan Dai, Sarah H. Stephens, Gwyneth Zai, Emma Sprooten, Erik K. Loken, Yuan Ji, Laura M. Hack, Leslie Foldager, Bao Cheng Liu, Yanli Zhang-James, Clement C. Zai, Lynn E. DeLisi, Divya Mehta, Alja Videtič Paska, Robert Power, Juan A. Gallego, Anne O'Shea, Laura Mandelli, Jia Yan, Dai N, Foldager L, Gallego JA, Hack LM, Ji Y, Lett TA, Liu BC, Loken EK, Mandelli L, Mehta D, Power RA, Sprooten E, Stephens SH, Paska AV, Yan J, Zai CC, Zai G, Zhang-James Y, O'Shea A, and Delisi LE.

Subjects
Candidate gene, medicine.medical_specialty, GENETICS, Genome-wide association study, Biology, Bioinformatics, medicine.disease, Article, psychiatric disorder, Substance abuse, Cellular and Molecular Neuroscience, Psychiatry and Mental health, mental illnesses, Pharmacogenomics, Endophenotype, medicine, Bipolar disorder, Psychiatry, Genetics (clinical), Exome sequencing, Psychiatric genetics
Abstract

The XVIII World Congress of Psychiatric Genetics (WCPG), sponsored by The International Society of Psychiatric Genetics (ISPG) took place in Washington, DC on September 10–14, 2011. Approximately 540 participants gathered to discuss the latest findings in this rapidly advancing field. The topics covered can be subdivided into the following categories: the latest results from Genome-Wide Association Studies (GWAS) examining the effects of common allele variation, the new focus on sequencing studies, other genomic mechanisms that include epigenetic gene modification and rare copy number variations, biologic and other endophenotypes, the genetics of post-traumatic stress disorder, substance abuse, gene functioning, pharmacogenomics, and other miscellaneous topics of genetic interest. Some notable reported findings introduced at this congress included: several new or replicated associations for common alleles in GWAS for schizophrenia (a SNP located near the hyaluronan binding protein 2 gene (HABP2) on chromosome 10, an SNP in the Transmembrane protein 45B gene (TMEM45B) on chromosome 11, some popular schizophrenia candidate genes, TCF4, NOTCH4, ZNF804A, and the MHC region replicated, and several novel genes reported, POM121L2, AS3MT, CNNM2, NT5C2; for major depression, the neuronal transporter gene SLC6A15; for bipolar disorder, TRANK1 gene, as well as LMAN2L, PTGFR and the SYNE1 gene encoding Nesprin. Some initial exome sequencing results were reported, but very preliminary, although promising. Endophenotypes that specifically were discussed included amygdala volume and prefrontal cortex activation, suicidal behavior, and impulsivity. There was a large emphasis on nicotine dependence in the substance abuse sessions and an association between smoking quantity and genetic loci on the chromosome 15q25 region was clearly demonstrated. The GABRA2 association to alcohol dependence was confirmed. There were several presentations of candidate gene polymorphisms associated with antidepressant and mood stabilizer response from large pharmacological treatment trials, but no one finding was confirmed and to be definitive yet to be able to be used commercially in the clinic. The complete report summarizing the findings reported at this meeting was written by junior travel awardees, as well as other individuals in training who were volunteers from meeting attendees. Each was assigned sessions as rapporteurs. The entire manuscript represents topics covered in oral presentations during the conference and can be found on line as a journal supplement. It is clear from this 2011 congress that multi-international collaborative efforts to solve the genetic tendency for all major psychiatric disorders are necessary and underway. It is impressive to find that the field has come together in such a collegial fashion in order to make progress toward alleviating the suffering of people with mental illnesses. It is now important to be able to decipher which if any of the accumulating findings are ready for communication to clinicians and implementation clinically. Ethical considerations to their use in treatment of patients will be a continuing ongoing discussion.

Published
2012

28. Association study between the novel functional polymorphism of the serotonin transporter gene and suicidal behaviour in schizophrenia

Author

Gwyneth Zai, Greg W.H. Wong, Vincenzo De Luca, Andrea de Bartolomeis, Subi Tharmalingam, James L. Kennedy, De Luca, V, Zai, G, Tharmalingam, S, DE BARTOLOMEIS, Andrea, Wong, G, and Kennedy, Jl

Subjects
Adult, Male, Serotonin, 5-HTT-transporter, Poison control, Suicide, Attempted, 5-HTTLPR, Linkage Disequilibrium, Parasuicide, Gene Frequency, Genetic, Polymorphism (computer science), mental disorders, medicine, Haplotype, Humans, Pharmacology (medical), Biological Psychiatry, Serotonin transporter, Genetic association, Aged, Pharmacology, Genetics, Serotonin Plasma Membrane Transport Proteins, Polymorphism, Genetic, Suicide attempt, biology, Middle Aged, medicine.disease, Introns, Psychiatry and Mental health, Neurology, Schizophrenia, biology.protein, Regression Analysis, Female, Schizophrenic Psychology, Neurology (clinical), Risk factor, Psychology
Abstract

A serotonin transporter gene linked polymorphic region (5-HTTLPR) has been investigated in several genetic association studies, including studies of schizophrenia and suicidality. The current study was designed to examine whether the new long (A/G) variant polymorphism of the 5-HTT gene may be associated with suicide attempts of 290 Caucasian schizophrenic patients. Among these patients, 92 had a history of suicide attempt. No association with history of suicide attempt was found in the multiallelic 5-HTTLPR (p = 0.305), however we found significant association with the intron 2 VNTR polymorphism (p = 0.018). When we performed a haplotype analysis, we found association between suicide attempt and haplotype distribution (p = 0.031). These findings suggest that the intron 2 VNTR polymorphism in serotonin transporter gene may influence suicidal behaviour in schizophrenia.

Published
2006

29. Genetic and polygenic investigation of heart rate variability to identify biomarkers associated with Anxiety disorders.

Author

Tomasi J, Lisoway AJ, Zai CC, Zai G, Richter MA, Sanches M, Herbert D, Mohiuddin AG, Tiwari AK, and Kennedy JL

Subjects
Humans, Male, Female, Adult, Middle Aged, Young Adult, Biomarkers, Genetic Predisposition to Disease, Anxiety Disorders genetics, Anxiety Disorders physiopathology, Heart Rate physiology, Heart Rate genetics, Multifactorial Inheritance, Genome-Wide Association Study, Polymorphism, Single Nucleotide
Abstract

Given that anxiety disorders (AD) are associated with reduced vagally-mediated heart rate variability (HRV), genetic variants related to HRV may provide insight into anxiety etiology. This study used polygenic risk scores (PRS) to explore the genetic overlap between AD and HRV, and investigated whether HRV-related polymorphisms influence anxiety risk. Resting vagally-mediated HRV was measured using a wearable device in 188 European individuals (AD=101, healthy controls=87). AD PRS was tested for association with resting HRV, and HRV PRS for association with AD. We also investigated 15 significant hits from an HRV genome-wide association study (GWAS) for association with resting HRV and AD and if this association is mediated through resting HRV. The AD PRS and HRV PRS showed nominally significant associations with resting HRV and anxiety disorders, respectively. HRV GWAS variants associated with resting HRV were rs12980262 (NDUFA11), rs2680344 (HCN4), rs4262 and rs180238 (GNG11), and rs10842383 (LINC00477). Mediation analyses revealed that NDUFA11 rs12980262 A-carriers and GNG11 rs180238 and rs4262 C-carriers had higher anxiety risk through lower HRV. This study supports an anxiety-HRV genetic relationship, with HRV-related genetic variants translating to AD. This study encourages exploration of HRV genetics to understand mechanisms and identify novel treatment targets for anxiety., Competing Interests: Declaration of competing interest JLK is a member of the Scientific Advisory Board of Myriad Neuroscience. JLK, AKT, and CCZ are authors on several patents relating to pharmacogenetic tests for psychiatric medications. The remaining authors have no conflicts of interest to declare., (Copyright © 2024 The Author(s). Published by Elsevier B.V. All rights reserved.)

Published
2024
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30. Rare de novo damaging DNA variants are enriched in attention-deficit/hyperactivity disorder and implicate risk genes.

Author

Olfson E, Farhat LC, Liu W, Vitulano LA, Zai G, Lima MO, Parent J, Polanczyk GV, Cappi C, Kennedy JL, and Fernandez TV

Subjects
Humans, Female, Child, Male, Case-Control Studies, Histone Demethylases genetics, Mutation, Risk Factors, Attention Deficit Disorder with Hyperactivity genetics, Genetic Predisposition to Disease genetics, Exome Sequencing
Abstract

Research demonstrates the important role of genetic factors in attention-deficit/hyperactivity disorder (ADHD). DNA sequencing of families provides a powerful approach for identifying de novo (spontaneous) variants, leading to the discovery of hundreds of clinically informative risk genes for other childhood neurodevelopmental disorders. This approach has yet to be extensively leveraged in ADHD. We conduct whole-exome DNA sequencing in 152 families, comprising a child with ADHD and both biological parents, and demonstrate a significant enrichment of rare and ultra-rare de novo gene-damaging mutations in ADHD cases compared to unaffected controls. Combining these results with a large independent case-control DNA sequencing cohort (3206 ADHD cases and 5002 controls), we identify lysine demethylase 5B (KDM5B) as a high-confidence risk gene for ADHD and estimate that 1057 genes contribute to ADHD risk. Using our list of genes harboring ultra-rare de novo damaging variants, we show that these genes overlap with previously reported risk genes for other neuropsychiatric conditions and are enriched in several canonical biological pathways, suggesting early neurodevelopmental underpinnings of ADHD. This work provides insight into the biology of ADHD and demonstrates the discovery potential of DNA sequencing in larger parent-child trio cohorts., (© 2024. The Author(s).)

Published
2024
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31. Genome-wide association study of major anxiety disorders in 122,341 European-ancestry cases identifies 58 loci and highlights GABAergic signaling.

Author

Strom NI, Verhulst B, Bacanu SA, Cheesman R, Purves KL, Gedik H, Mitchell BL, Kwong AS, Faucon AB, Singh K, Medland S, Colodro-Conde L, Krebs K, Hoffmann P, Herms S, Gehlen J, Ripke S, Awasthi S, Palviainen T, Tasanko EM, Peterson RE, Adkins DE, Shabalin AA, Adams MJ, Iveson MH, Campbell A, Thomas LF, Winsvold BS, Drange OK, Børte S, Ter Kuile AR, Nguyen TH, Meier SM, Corfield EC, Hannigan L, Levey DF, Czamara D, Weber H, Choi KW, Pistis G, Couvy-Duchesne B, Van der Auwera S, Teumer A, Karlsson R, Garcia-Argibay M, Lee D, Wang R, Bjerkeset O, Stordal E, Bäckmann J, Salum GA, Zai CC, Kennedy JL, Zai G, Tiwari AK, Heilmann-Heimbach S, Schmidt B, Kaprio J, Kennedy MM, Boden J, Havdahl A, Middeldorp CM, Lopes FL, Akula N, McMahon FJ, Binder EB, Fehm L, Ströhle A, Castelao E, Tiemeier H, Stein DJ, Whiteman D, Olsen C, Fuller Z, Wang X, Wray NR, Byrne EM, Lewis G, Timpson NJ, Davis LK, Hickie IB, Gillespie NA, Milani L, Schumacher J, Woldbye DP, Forstner AJ, Nöthen MM, Hovatta I, Horwood J, Copeland WE, Maes HH, McIntosh AM, Andreassen OA, Zwart JA, Mors O, Børglum AD, Mortensen PB, Ask H, Reichborn-Kjennerud T, Najman JM, Stein MB, Gelernter J, Milaneschi Y, Penninx BW, Boomsma DI, Maron E, Erhardt-Lehmann A, Rück C, Kircher TT, Melzig CA, Alpers GW, Arolt V, Domschke K, Smoller JW, Preisig M, Martin NG, Lupton MK, Luik AI, Reif A, Grabe HJ, Larsson H, Magnusson PK, Oldehinkel AJ, Hartman CA, Breen G, Docherty AR, Coon H, Conrad R, Lehto K, Deckert J, Eley TC, Mattheisen M, and Hettema JM

Abstract

The major anxiety disorders (ANX; including generalized anxiety disorder, panic disorder, and phobias) are highly prevalent, often onset early, persist throughout life, and cause substantial global disability. Although distinct in their clinical presentations, they likely represent differential expressions of a dysregulated threat-response system. Here we present a genome-wide association meta-analysis comprising 122,341 European ancestry ANX cases and 729,881 controls. We identified 58 independent genome-wide significant ANX risk variants and 66 genes with robust biological support. In an independent sample of 1,175,012 self-report ANX cases and 1,956,379 controls, 51 of the 58 associated variants were replicated. As predicted by twin studies, we found substantial genetic correlation between ANX and depression, neuroticism, and other internalizing phenotypes. Follow-up analyses demonstrated enrichment in all major brain regions and highlighted GABAergic signaling as one potential mechanism underlying ANX genetic risk. These results advance our understanding of the genetic architecture of ANX and prioritize genes for functional follow-up studies., Competing Interests: Per Hoffmann receives Salary from the Life & Brain GmbH, Bonn, Germany. James L. Kennedy is a member of the Scientific Advisory Board for Myriad Neuroscience Inc. Ian B. Hickie was an inaugural Commissioner on Australia’s National Mental Health Commission (2012-18). He is the Co-Director, Health and Policy at the Brain and Mind Centre (BMC) University of Sydney. The BMC operates an early-intervention youth services at Camperdown under contract to headspace. He is the Chief Scientific Advisor to, and a 5% equity shareholder in, InnoWell Pty Ltd. InnoWell was formed by the University of Sydney (45% equity) and PwC (Australia; 45% equity) to deliver the $30 M Australian Government-funded Project Synergy (2017-20; a three-year program for the transformation of mental health services) and to lead transformation of mental health services internationally through the use of innovative technologies. Andrew M. Mcintosh has received research support from Eli Lilly, Janssen, and The Sackler Trust. AMM has also received speaker fees from Illumina and Janssen. Murray B. Stein has in the past 3 years received consulting income from Acadia Pharmaceuticals, Aptinyx, atai Life Sciences, Boehringer Ingelheim, Bionomics, BioXcel Therapeutics, Clexio, Eisai, EmpowerPharm, Engrail Therapeutics, Janssen, Jazz Pharmaceuticals, and Roche/Genentech. Dr. Stein has stock options in Oxeia Biopharmaceuticals and EpiVario. He is paid for his editorial work on Depression and Anxiety (Editor-in-Chief), Biological Psychiatry (Deputy Editor), and UpToDate (Co-Editor-in-Chief for Psychiatry). He has also received research support from NIH, Department of Veterans Affairs, and the Department of Defense. He is on the scientific advisory board for the Brain and Behavior Research Foundation and the Anxiety and Depression Association of America. Joel Gelernter is named as an inventor on PCT patent application #15/878,640 entitled: “Genotype-guided dosing of opioid agonists,” filed January 24, 2018 and issued on January 26, 2021 as U.S. Patent No. 10,900,082; and is paid for editorial work for the journal “Complex Psychiatry.” Iiris Hovatta received speaker’s honoraria from Lundbeck. Ole A. Andreassen received speaker’s honorarium from Lundbeck and Sunovion, consultant for Cortechs.ai and Precision Health AS. Katharina Domschke has been a member of the Steering Committee Neurosciences, Janssen, Inc. until 2022 and is currently a member of the Board of the German National Society of Psychiatry (DGPPN) and the Neurotorium Editorial Board of the Lundbeck Foundation. Jordan W. Smoller is a member of the Scientific Advisory Board of Sensorium Therapeutics (with equity) and has received an honorarium for an internal seminar Tempus Labs. He is PI of a collaborative study of the genetics of depression and bipolar disorder sponsored by 23andMe for which 23andMe provides analysis time as in-kind support but no payments. Eduard Maron has received research support and has also received speaker fees from Lundbeck. Hans J. Grabe has received travel grants and speakers honoraria from Indorsia, Neuraxpharm, Servier and Janssen Cilag. Henrik Larsson has served as a speaker for Evolan Pharma, Medici and Shire/Takeda and has received research grants from Shire/Takeda; all outside the submitted work. Gerome Breen is an advisory board member for Compass Pathways. Jürgen Deckert is a member of the board of the German Society of Biological Psychiatry and is on the scientific advisory boards of non-profit organizations and foundations. Volker Arolt worked as an advisor for Sanofi-Adventis Germany. Zach Fuller and Xin Wang are employees of 23andMe and hold stock or stock options in 23andMe. All other authors have no competing interests to declare.

Published
2024
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32. The role of small dense LDL-C/large buoyant LDL-C ratio as an independent risk factor in patients with type 2 diabetes mellitus and metabolic syndrome

Author

Wang C, Li Y, Peng P, Lin H, Zhu Y, Xu X, Wu P, Zhang Y, Xu T, Ren J, Xu H, Dong G, Xu Y, Jiang H, Zhao J, Zhai Y, and Zai G

Subjects
Humans, Female, Male, Middle Aged, Risk Factors, Adult, Case-Control Studies, Aged, Diabetes Mellitus, Type 2 blood, Diabetes Mellitus, Type 2 diagnosis, Diabetes Mellitus, Type 2 epidemiology, Diabetes Mellitus, Type 2 complications, Metabolic Syndrome blood, Metabolic Syndrome diagnosis, Metabolic Syndrome epidemiology, Cholesterol, LDL blood, Biomarkers blood
Abstract

Dyslipidemia plays a key role in metabolic syndrome (MS), intricately linked to type 2 diabetes mellitus (T2DM). This study aimed to investigate the differences in low-density lipoprotein cholesterol (LDL-C) subfraction levels between T2DM and T2DM with MS, and identify the risk factors associated with the disease. A total of 246 individuals diagnosed with T2DM, including 144 T2DM patients with MS, and 147 healthy subjects were recruited. All participants underwent a comprehensive clinical evaluation. Lipoprotein subfraction analysis was performed using the Lipoprint LDL system. Multivariate logistic regression analysis revealed that several lipid markers, including triglyceride (TG), LDL-C, large buoyant LDL-C (lbLDL-C), small dense LDL-C (sdLDL-C), LDLC2-5, and sdLDL-C/lbLDL-C ratio, were identified as independent risk factors for T2DM. Additionally, TG, sdLDL-C, LDLC-4, LDLC-5, and sdLDL-C/lbLDL-C ratio were found to be independent risk factors for T2DM with MS. Furthermore, the results of the receiver operating characteristic (ROC) curves demonstrated that sdLDL-C, LDLC-4, LDLC-3, and sdLDL-C/lbLDL-C ratio exhibited excellent predictive performance for the risk of T2DM (AUC > 0.9). The sdLDL-C/lbLDL-C ratio emerges as a shared independent risk factor for T2DM and MS complications. Furthermore, sdLDL-C/lbLDL-C ratio, along with LDL-4 and LDL-3, exhibits noteworthy predictive capabilities for T2DM.

Published
2024
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33. Latin American Trans-ancestry INitiative for OCD genomics (LATINO): Study protocol.

Author

Crowley JJ, Cappi C, Ochoa-Panaifo ME, Frederick RM, Kook M, Wiese AD, Rancourt D, Atkinson EG, Giusti-Rodriguez P, Anderberg JL, Abramowitz JS, Adorno VR, Aguirre C, Alves GS, Alves GS, Ancalade N, Arellano Espinosa AA, Arnold PD, Ayton DM, Barbosa IG, Castano LMB, Barrera CN, Berardo MC, Berrones D, Best JR, Bigdeli TB, Burton CL, Buxbaum JD, Callahan JL, Carneiro MCB, Cepeda SL, Chazelle E, Chire JM, Munoz MC, Quiroz PC, Cobite J, Comer JS, Costa DL, Crosbie J, Cruz VO, Dager G, Daza LF, de la Rosa-Gómez A, Del Río D, Delage FZ, Dreher CB, Fay L, Fazio T, Ferrão YA, Ferreira GM, Figueroa EG, Fontenelle LF, Forero DA, Fragoso DTH, Gadad BS, Garrison SR, González A, Gonzalez LD, González MA, Gonzalez-Barrios P, Goodman WK, Grice DE, Guintivano J, Guttfreund DG, Guzick AG, Halvorsen MW, Hovey JD, Huang H, Irreño-Sotomonte J, Janssen-Aguilar R, Jensen M, Jimenez Reynolds AZ, Lujambio JAJ, Khalfe N, Knutsen MA, Lack C, Lanzagorta N, Lima MO, Longhurst MO, Lozada Martinez DA, Luna ES, Marques AH, Martinez MS, de Los Angeles Matos M, Maye CE, McGuire JF, Menezes G, Minaya C, Miño T, Mithani SM, de Oca CM, Morales-Rivero A, Moreira-de-Oliveira ME, Morris OJ, Muñoz SI, Naqqash Z, Núñez Bracho AA, Núñez Bracho BE, Rojas MCO, Olavarria Castaman LA, Balmaceda TO, Ortega I, Patel DI, Patrick AK, Paz Y Mino M, Perales Orellana JL, Stumpf BP, Peregrina T, Duarte TP, Piacsek KL, Placencia M, Prieto MB, Quarantini LC, Quarantini-Alvim Y, Ramos RT, Ramos IC, Ramos VR, Ramsey KA, Ray EV, Richter MA, Riemann BC, Rivas JC, Rosario MC, Ruggero CJ, Ruiz-Chow AA, Ruiz-Velasco A, Sagarnaga MN, Sampaio AS, Saraiva LC, Schachar RJ, Schneider SC, Schweissing EJ, Seligman LD, Shavitt RG, Soileau KJ, Stewart SE, Storch SB, Strouphauer ER, Cuevas VT, Timpano KR, la Garza BT, Vallejo-Silva A, Vargas-Medrano J, Vásquez MI, Martinez GV, Weinzimmer SA, Yanez MA, Zai G, Zapata-Restrepo LM, Zappa LM, Zepeda-Burgos RM, Zoghbi AW, Miguel EC, Rodriguez CI, Martinez Mallen MC, Moya PR, Borda T, Moyano MB, Mattheisen M, Pereira S, Lázaro-Muñoz G, Martinez-Gonzalez KG, Pato MT, Nicolini H, and Storch EA

Subjects
Humans, Latin America epidemiology, Hispanic or Latino genetics, Genetic Predisposition to Disease, Genome-Wide Association Study methods, Obsessive-Compulsive Disorder genetics, Genomics methods
Abstract

Obsessive-compulsive disorder (OCD) is a debilitating psychiatric disorder. Worldwide, its prevalence is ~2% and its etiology is mostly unknown. Identifying biological factors contributing to OCD will elucidate underlying mechanisms and might contribute to improved treatment outcomes. Genomic studies of OCD are beginning to reveal long-sought risk loci, but >95% of the cases currently in analysis are of homogenous European ancestry. If not addressed, this Eurocentric bias will result in OCD genomic findings being more accurate for individuals of European ancestry than other ancestries, thereby contributing to health disparities in potential future applications of genomics. In this study protocol paper, we describe the Latin American Trans-ancestry INitiative for OCD genomics (LATINO, https://www.latinostudy.org). LATINO is a new network of investigators from across Latin America, the United States, and Canada who have begun to collect DNA and clinical data from 5000 richly phenotyped OCD cases of Latin American ancestry in a culturally sensitive and ethical manner. In this project, we will utilize trans-ancestry genomic analyses to accelerate the identification of OCD risk loci, fine-map putative causal variants, and improve the performance of polygenic risk scores in diverse populations. We will also capitalize on rich clinical data to examine the genetics of treatment response, biologically plausible OCD subtypes, and symptom dimensions. Additionally, LATINO will help elucidate the diversity of the clinical presentations of OCD across cultures through various trainings developed and offered in collaboration with Latin American investigators. We believe this study will advance the important goal of global mental health discovery and equity., (© 2023 The Authors. American Journal of Medical Genetics Part B: Neuropsychiatric Genetics published by Wiley Periodicals LLC.)

Published
2024
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34. Investigating the association of anxiety disorders with heart rate variability measured using a wearable device.

Author

Tomasi J, Zai CC, Zai G, Herbert D, Richter MA, Mohiuddin AG, Tiwari AK, and Kennedy JL

Subjects
Humans, Heart Rate physiology, Anxiety, Risk Factors, Antidepressive Agents, Anxiety Disorders, Wearable Electronic Devices
Abstract

Background: Reduced vagally-mediated heart rate variability (HRV) has been associated with anxiety disorders (AD). The aim of this study was to use a wearable device and remote study design to re-evaluate the association of HRV with ADs, anxiety-related traits, and confounders., Methods: 240 individuals (AD = 120, healthy controls = 120) completed an at-home assessment of their short-term resting vagally-mediated HRV using a wristband, monitored over videoconference. Following quality control, analyses were performed investigating differences in HRV between individuals with AD (n = 119) and healthy controls (n = 116), associations of HRV with anxiety-related traits and confounders, and antidepressants effects on HRV in patients, including analyses stratified by ancestry (i.e., European, East Asian, African)., Results: Among the confounders investigated, only age had a significant association with HRV. Patients with an AD had significantly lower vagally-mediated HRV than healthy controls in the European subsample, with a trend of significance in the whole sample. HRV was significantly associated with the Hamilton Anxiety Rating Scale (HAM-A) but not with antidepressant use in the European subsample., Limitations: The study measures occurred in a non-standardized at-home setting, and the three ancestry group sample sizes were unequal., Conclusions: This study demonstrates reduced vagally-mediated HRV among patients with ADs compared to healthy controls. Results also point to low HRV being related to more physical anxiety symptoms (measured via HAM-A), suggesting a possible anxiety subtype. Overall, this study highlights the feasibility of using wearables for patients and encourages exploration of the biological and clinical utility of HRV as a risk factor for ADs., Competing Interests: Declaration of competing interest JLK is a member of the Scientific Advisory Board of Myriad Neuroscience (unpaid). JLK, AKT, and CCZ are authors on several patents relating to pharmacogenetic tests for psychiatric medications. The remaining authors have no conflicts of interest to declare., (Copyright © 2024 The Author(s). Published by Elsevier B.V. All rights reserved.)

Published
2024
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35. Genome-wide association study identifies 30 obsessive-compulsive disorder associated loci.

Author

Strom NI, Gerring ZF, Galimberti M, Yu D, Halvorsen MW, Abdellaoui A, Rodriguez-Fontenla C, Sealock JM, Bigdeli T, Coleman JR, Mahjani B, Thorp JG, Bey K, Burton CL, Luykx JJ, Zai G, Alemany S, Andre C, Askland KD, Banaj N, Barlassina C, Nissen JB, Bienvenu OJ, Black D, Bloch MH, Boberg J, Børte S, Bosch R, Breen M, Brennan BP, Brentani H, Buxbaum JD, Bybjerg-Grauholm J, Byrne EM, Cabana-Dominguez J, Camarena B, Camarena A, Cappi C, Carracedo A, Casas M, Cavallini MC, Ciullo V, Cook EH, Crosby J, Cullen BA, De Schipper EJ, Delorme R, Djurovic S, Elias JA, Estivill X, Falkenstein MJ, Fundin BT, Garner L, German C, Gironda C, Goes FS, Grados MA, Grove J, Guo W, Haavik J, Hagen K, Harrington K, Havdahl A, Höffler KD, Hounie AG, Hucks D, Hultman C, Janecka M, Jenike E, Karlsson EK, Kelley K, Klawohn J, Krasnow JE, Krebs K, Lange C, Lanzagorta N, Levey D, Lindblad-Toh K, Macciardi F, Maher B, Mathes B, McArthur E, McGregor N, McLaughlin NC, Meier S, Miguel EC, Mulhern M, Nestadt PS, Nurmi EL, O'Connell KS, Osiecki L, Ousdal OT, Palviainen T, Pedersen NL, Piras F, Piras F, Potluri S, Rabionet R, Ramirez A, Rauch S, Reichenberg A, Riddle MA, Ripke S, Rosário MC, Sampaio AS, Schiele MA, Skogholt AH, Sloofman LGSG, Smit J, Soler AM, Thomas LF, Tifft E, Vallada H, van Kirk N, Veenstra-VanderWeele J, Vulink NN, Walker CP, Wang Y, Wendland JR, Winsvold BS, Yao Y, Zhou H, Agrawal A, Alonso P, Berberich G, Bucholz KK, Bulik CM, Cath D, Denys D, Eapen V, Edenberg H, Falkai P, Fernandez TV, Fyer AJ, Gaziano JM, Geller DA, Grabe HJ, Greenberg BD, Hanna GL, Hickie IB, Hougaard DM, Kathmann N, Kennedy J, Lai D, Landén M, Le Hellard S, Leboyer M, Lochner C, McCracken JT, Medland SE, Mortensen PB, Neale BM, Nicolini H, Nordentoft M, Pato M, Pato C, Pauls DL, Piacentini J, Pittenger C, Posthuma D, Ramos-Quiroga JA, Rasmussen SA, Richter MA, Rosenberg DR, Ruhrmann S, Samuels JF, Sandin S, Sandor P, Spalletta G, Stein DJ, Stewart SE, Storch EA, Stranger BE, Turiel M, Werge T, Andreassen OA, Børglum AD, Walitza S, Hveem K, Hansen BK, Rück CP, Martin NG, Milani L, Mors O, Reichborn-Kjennerud T, Ribasés M, Kvale G, Mataix-Cols D, Domschke K, Grünblatt E, Wagner M, Zwart JA, Breen G, Nestadt G, Kaprio J, Arnold PD, Grice DE, Knowles JA, Ask H, Verweij KJ, Davis LK, Smit DJ, Crowley JJ, Scharf JM, Stein MB, Gelernter J, Mathews CA, Derks EM, and Mattheisen M

Abstract

Obsessive-compulsive disorder (OCD) affects ~1% of the population and exhibits a high SNP-heritability, yet previous genome-wide association studies (GWAS) have provided limited information on the genetic etiology and underlying biological mechanisms of the disorder. We conducted a GWAS meta-analysis combining 53,660 OCD cases and 2,044,417 controls from 28 European-ancestry cohorts revealing 30 independent genome-wide significant SNPs and a SNP-based heritability of 6.7%. Separate GWAS for clinical, biobank, comorbid, and self-report sub-groups found no evidence of sample ascertainment impacting our results. Functional and positional QTL gene-based approaches identified 249 significant candidate risk genes for OCD, of which 25 were identified as putatively causal, highlighting WDR6 , DALRD3 , CTNND1 and genes in the MHC region. Tissue and single-cell enrichment analyses highlighted hippocampal and cortical excitatory neurons, along with D1- and D2-type dopamine receptor-containing medium spiny neurons, as playing a role in OCD risk. OCD displayed significant genetic correlations with 65 out of 112 examined phenotypes. Notably, it showed positive genetic correlations with all included psychiatric phenotypes, in particular anxiety, depression, anorexia nervosa, and Tourette syndrome, and negative correlations with a subset of the included autoimmune disorders, educational attainment, and body mass index.. This study marks a significant step toward unraveling its genetic landscape and advances understanding of OCD genetics, providing a foundation for future interventions to address this debilitating disorder., Competing Interests: Chris German is employed by and hold stock or stock options in 23andMe, Inc. Erika L. Nurmi is on the Scientific Advisory Board for Myriad Genetics and Medical Advisory Board for Tourette Association of America and received Clinical trial funding from Emalex and Octapharma Pharmaceuticals. Jeremy Veenstra-VanderWeele has served on advisory boards or consulted with Roche, Novartis, and SynapDx; received research funding from Roche, Novartis, SynapDx, Seaside Therapeutics, Forest, Janssen, Acadia, Yamo, and MapLight; received stipends for editorial work from Wiley and Springer. Jens R. Wendland is a current employee and shareholder of Takeda Pharmaceuticals and a past employee and shareholder of F. Hoffmann-La Roche, Pfizer and Nestle Health Science. Cynthia M. Bulik reports: Pearson (author, royalty recipient).Peter Falkai reports no conflict of interest regarding this study and reports to have received financial support and Advisory Board: Richter, Recordati, Boehringer-Ingelheim, Otsuka, Janssen and Lundbeck. Hans J. Grabe has received travel grants and speakers honoraria from Fresenius Medical Care, Neuraxpharm, Servier and Janssen Cilag as well as research funding from Fresenius Medical Care. Ian B. Hickie is the Co-Director, Health and Policy at the Brain and Mind Centre (BMC) University of Sydney, Australia. The BMC operates an early-intervention youth services at Camperdown under contract to headspace. Professor Hickie has previously led community-based and pharmaceutical industry-supported (Wyeth, Eli Lily, Servier, Pfizer, AstraZeneca, Janssen Cilag) projects focused on the identification and better management of anxiety and depression. He is the Chief Scientific Advisor to, and a 3.2% equity shareholder in, InnoWell Pty Ltd which aims to transform mental health services through the use of innovative technologies. Benjamin M. Neale is a member of the scientific advisory board at Deep Genomics and Neumora. Christopher Pittenger consults and/or receives research support from Biohaven Pharmaceuticals, Freedom Biosciences, Ceruvia Lifesciences, Transcend Therapeutics, UCB BioPharma, and F-Prime Capital Partners. He owns equity in Alco Therapeutics. These relationships are not related to the current work. Dan J. Stein has received consultancy honoraria from Discovery Vitality, Johnson & Johnson, Kanna, L’Oreal, Lundbeck, Orion, Sanofi, Servier, Takeda and Vistagen. Eric A. Storch reports receiving research funding to his institution from the Ream Foundation, International OCD Foundation, and NIH. He was formerly a consultant for Brainsway and Biohaven Pharmaceuticals in the past 12 months. He owns stock less than $5000 in NView/Proem for distribution related to the YBOCS scales. He receives book royalties from Elsevier, Wiley, Oxford, American Psychological Association, Guildford, Springer, Routledge, and Jessica Kingsley. Ole A. Andreasson reports to be a consultant to Cortechs.ai, Precision Health AS, speakers honorarium from Otsuka, Lundbeck, Sunovion, Janssen. Anders D. Børglum has received speaker fee from Lundbeck. David Mataix-Cols receives royalties for contributing articles to UpToDate, Wolters Kluwer Health, and personal fees for editorial work from Elsevier, all unrelated to the current work. Murray B. Stein has in the past 3 years received consulting income from Acadia Pharmaceuticals, BigHealth, Biogen, Bionomics, Boehringer Ingelheim, Clexio, Eisai, EmpowerPharm, Engrail Therapeutics, Janssen, Jazz Pharmaceuticals, NeuroTrauma Sciences, Otsuka, PureTech Health, Sage Therapeutics, Sumitomo Pharma, and Roche/Genentech. Dr. Stein has stock options in Oxeia Biopharmaceuticals and EpiVario. He has been paid for his editorial work on Depression and Anxiety (Editor-in-Chief), Biological Psychiatry (Deputy Editor), and UpToDate (Co-Editor-in-Chief for Psychiatry). Joel Gelernter is paid for editorial work by the journal Complex Psychiatry. Pino Alonso has received funding from Biohaven, Boston Scientific, Medtronic. All other authors report no conflicts of interest.

Published
2024
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36. Cross-disorder GWAS meta-analysis of endocannabinoid DNA variations in major depressive disorder, bipolar disorder, attention deficit hyperactivity disorder, autism spectrum disorder, and schizophrenia.

Author

Kim HK, Gonçalves VF, Husain MI, Müller DJ, Mulsant BH, Zai G, and Kloiber S

Subjects
Humans, Genome-Wide Association Study, Endocannabinoids genetics, Genetic Predisposition to Disease, DNA, Polymorphism, Single Nucleotide genetics, Bipolar Disorder genetics, Depressive Disorder, Major genetics, Schizophrenia genetics, Attention Deficit Disorder with Hyperactivity genetics, Autism Spectrum Disorder genetics
Abstract

The endocannabinoid system (ECS) is implicated in multiple mental disorders. In this study, we explored DNA variations in the ECS across major depressive disorder (MDD), bipolar disorder, attention deficit hyperactivity disorder (ADHD), autism spectrum disorder (ASD), and schizophrenia by performing a cross-disorder genome-wide association study (GWAS) meta-analysis. We obtained six datasets from the Psychiatric Genomics Consortium containing GWAS summary statistics from European cohorts (284,023 cases and 508,515 controls). Effective sample size weighted meta-analysis was performed for 2241 single nucleotide polymorphisms (SNPs) pertaining to gene bodies of 33 endocannabinoid genes using METAL, where an overall z-statistic is calculated for each marker based on a weighted sum of individual statistics. Heterogeneity was examined with I 2 and X 2 tests. MAGMA gene-based analysis was also performed. We identified nine SNPs significantly associated with a change in risk of having a mental disorder. The lead SNP was rs12805732 (Gene: Diacylglycerol Lipase Alpha; DAGLA). Four SNPs had substantial heterogeneity (I 2 >60 %). DAGLA had the strongest association with disease risk in gene-based analysis. Our findings suggest that the ECS may be a shared pathway in mental disorders. Future studies validating these findings would contribute to the identification of biomarkers of disease risk across multiple mental disorders., Competing Interests: Declaration of Competing Interest MIH receives research support from the Brain and Behavior Research Foundation, Canadian Institutes of Health Research (CIHR), CAMH Foundation, the Physicians’ Services Incorporated (PSI) Foundation, and the University of Toronto. He has provided consultancy to Mindset Pharma, PsychEd Therapeutics, and Wake Network. He has led contracted research for COMPASS Pathways Ltd. DJM's research work is supported by the Canadian Institutes of Health Research (CIHR), the Ontario Brain Foundation, the Alternate Funding Plan of Ontario, and the Centre for Addiction and Mental Health Foundation. BHM holds and receives support from the Labatt Family Chair in Biology of Depression in Late-Life Adults at the University of Toronto. He currently receives or has received within the past five years research support from Brain Canada, the Canadian Institutes of Health Research, the CAMH Foundation, the Patient-Centered Outcomes Research Institute (PCORI), the US National Institute of Health (NIH), Capital Solution Design LLC (software used in a study founded by CAMH Foundation), and HAPPYneuron (software used in a study founded by Brain Canada). He has also been an unpaid consultant to Myriad Neuroscience. GZ's work has been supported by the Academic Scholar Award and the Labatt Family Innovation Fund in Brain Health, Department of Psychiatry, University of Toronto in addition to the Brain & Behavior Research Foundation, International Obsessive-Compulsive Disorder Foundation, and PSI Foundation in Ontario, Canada. SK's work has been supported by the Academic Scholar Award and the Labatt Family Innovation Fund in Brain Health, Department of Psychiatry, University of Toronto. SK has also received honorarium for past consultation from EmpowerPharm. HKK and VFG have no conflict of interest to disclose., (Copyright © 2023 Elsevier B.V. All rights reserved.)

Published
2023
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37. Toward personalized circuit-based closed-loop brain-interventions in psychiatry: using symptom provocation to extract EEG-markers of brain circuit activity.

Author

Zrenner B, Zrenner C, Balderston N, Blumberger DM, Kloiber S, Laposa JM, Tadayonnejad R, Trevizol AP, Zai G, and Feusner JD

Subjects
Humans, Transcranial Magnetic Stimulation, Brain, Electroencephalography, Psychiatry, Brain-Computer Interfaces
Abstract

Symptom provocation is a well-established component of psychiatric research and therapy. It is hypothesized that specific activation of those brain circuits involved in the symptomatic expression of a brain pathology makes the relevant neural substrate accessible as a target for therapeutic interventions. For example, in the treatment of obsessive-compulsive disorder (OCD), symptom provocation is an important part of psychotherapy and is also performed prior to therapeutic brain stimulation with transcranial magnetic stimulation (TMS). Here, we discuss the potential of symptom provocation to isolate neurophysiological biomarkers reflecting the fluctuating activity of relevant brain networks with the goal of subsequently using these markers as targets to guide therapy. We put forward a general experimental framework based on the rapid switching between psychiatric symptom states. This enable neurophysiological measures to be derived from EEG and/or TMS-evoked EEG measures of brain activity during both states. By subtracting the data recorded during the baseline state from that recorded during the provoked state, the resulting contrast would ideally isolate the specific neural circuits differentially activated during the expression of symptoms. A similar approach enables the design of effective classifiers of brain activity from EEG data in Brain-Computer Interfaces (BCI). To obtain reliable contrast data, psychiatric state switching needs to be achieved multiple times during a continuous recording so that slow changes of brain activity affect both conditions equally. This is achieved easily for conditions that can be controlled intentionally, such as motor imagery, attention, or memory retention. With regard to psychiatric symptoms, an increase can often be provoked effectively relatively easily, however, it can be difficult to reliably and rapidly return to a baseline state. Here, we review different approaches to return from a provoked state to a baseline state and how these may be applied to different symptoms occurring in different psychiatric disorders., Competing Interests: BZ and CZ are shareholders in sync2brain GmbH (Tübingen, Germany) a University of Tübingen spin-off start-up company developing technology for personalized therapeutic TMS. BZ reports part-time salary support from sync2brain GmbH, unrelated to this work. DB received research support and in-kind equipment support for an investigator-initiated study from Brainsway Ltd. and has been the site principal investigator for three sponsor-initiated studies for Brainsway Ltd. DB also received in-kind equipment support from MagVenture for 3 investigator-initiated studies. DB received medication supplies for an investigator-initiated trial from Indivior. DB has participated in one Scientific Advisory Board Meeting for Janssen and one meeting for Welcony Inc. SK has received honorarium for past consultation for EmpowerPharm. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest., (Copyright © 2023 Zrenner, Zrenner, Balderston, Blumberger, Kloiber, Laposa, Tadayonnejad, Trevizol, Zai and Feusner.)

Published
2023
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38. White matter volume and myelin oligodendrocyte glycoprotein (MOG) microsatellites in pediatric obsessive-compulsive disorder.

Author

Zai G, Zai CC, Arnold PD, Richter MA, Hanna GL, Rosenberg D, and Kennedy JL

Subjects
Humans, Brain, Magnetic Resonance Imaging, Myelin-Oligodendrocyte Glycoprotein genetics, Obsessive-Compulsive Disorder genetics, White Matter
Abstract

The myelin oligodendrocyte glycoprotein ( MOG ) gene plays an important role in myelination and has been implicated in the genetics of white matter changes in obsessive-compulsive disorder (OCD). We examined the association between variations of two microsatellite markers across MOG for association and total white matter volume as measured using volumetric MRI in 37 pediatric OCD patients 7-18 years. We compared white matter volumes between microsatellite allele groups using analysis of covariance with covariates of age, gender, and total intracranial volume. After controlling for multiple comparisons, a significant relationship was detected between MOG (TAAA)n and increased total white matter volume ( P  = 0.018-0.028). Although preliminary, our findings provide further support for the involvement of MOG in OCD., (Copyright © 2023 Wolters Kluwer Health, Inc. All rights reserved.)

Published
2023
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39. The therapygenetics of anxiety disorders.

Author

Vashishtha S, Kloiber S, and Zai G

Subjects
Humans, Anxiety Disorders genetics, Anxiety Disorders therapy, Polymorphism, Genetic, Serotonin Plasma Membrane Transport Proteins genetics, Anxiety genetics, Catechol O-Methyltransferase genetics, Quality of Life
Abstract

Treatment of anxiety disorders primarily includes pharmacological treatment and psychotherapy, yet a substantial portion of patients do not experience sufficient clinical response. Given the significant impact of anxiety disorders on well-being and quality of life, it is pertinent to strive to ensure available treatments are of paramount efficacy. This review aimed to identify genetic variants and genes that may moderate the outcome of psychotherapy in patients with anxiety disorders, termed 'therapygenetics.' A comprehensive search of the current literature following relevant guidelines was conducted. Eighteen records were included in the review. Seven studies reported significant associations between genetic variants and response to psychotherapy. The most investigated polymorphisms were the serotonin transporter-linked polymorphic region (5-HTTLPR), nerve growth factor rs6330, catechol-O-methyltransferase Val158Met, and brain-derived neurotrophic factor Val166Met. However, current findings are inconsistent and thus do not support the use of genetic variants for the prediction of psychotherapy response in anxiety disorders., (Copyright © 2023 Wolters Kluwer Health, Inc. All rights reserved.)

Published
2023
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40. Latin American Trans-ancestry INitiative for OCD genomics (LATINO): Study Protocol.

Author

Crowley JJ, Cappi C, Ochoa-Panaifo ME, Frederick RM, Kook M, Wiese AD, Rancourt D, Atkinson EG, Giusti-Rodriguez P, Anderberg JL, Abramowitz JS, Adorno VR, Aguirre C, Alves GS, Alves GS, Ancalade N, Espinosa AAA, Arnold PD, Ayton DM, Barbosa IG, Castano LMB, Barrera CN, Prieto MB, Berardo MC, Berrones D, Best JR, Bigdeli TB, Burton CL, Callahan JL, Carneiro MCB, Cepeda SL, Chazelle E, Chire JM, Munoz MC, Quiroz PC, Cobite J, Comer JS, Costa DL, Crosbie J, Cruz VO, Dager G, Daza LF, de la Rosa-Gómez A, Del Río D, Delage FZ, Dreher CB, Fay L, Fazio T, Ferrão YA, Ferreira GM, Figueroa EG, Fontenelle LF, Forero DA, Fragoso DT, Gadad BS, Garrison SR, González A, Gonzalez LD, González MA, Gonzalez-Barrios P, Goodman W, Guintivano J, Guttfreund DG, Guzick AG, Halvorsen MW, Hovey JD, Janssen-Aguilar R, Jensen M, Reynolds AZJ, Lujambio JAJ, Khalfe N, Knutsen MA, Lack C, Lanzagorta N, Lima MO, Longhurst MO, Martinez DAL, Luna ES, Marques AH, Martinez M, de Los Angeles Matos M, Maye CE, McGuire JF, Menezes G, Minaya C, Miño T, Mithani SM, de Oca CM, Morales-Rivero A, Moreira-de-Oliveira ME, Morris OJ, Muñoz SI, Naqqash Z, Bracho AAN, Bracho BEN, Rojas MCO, Castaman LAO, Ortega I, Patel DI, Patrick AK, Mino MPY, Orellana JLP, Stumpf BP, Peregrina T, Duarte TP, Piacsek KL, Placencia M, Quarantini LC, Quarantini-Alvim Y, Ramos RT, Ramos IC, Ramos VR, Ramsey KA, Ray EV, Richter MA, Riemann BC, Rivas JC, Rosario MC, Ruggero CJ, Ruiz-Chow AA, Ruiz-Velasco A, Sampaio AS, Saraiva LC, Schachar RJ, Schneider SC, Schweissing EJ, Seligman LD, Shavitt RG, Soileau KJ, Stewart SE, Storch SB, Strouphauer ER, Timpano KR, Treviño-de la Garza B, Vargas-Medrano J, Vásquez MI, Martinez GV, Weinzimmer SA, Yanez MA, Zai G, Zapata-Restrepo LM, Zappa LM, Zepeda-Burgos RM, Zoghbi AW, Miguel EC, Rodriguez CI, Mallen MCM, Moya PR, Borda T, Moyano MB, Mattheisen M, Pereira S, Lázaro-Muñoz G, Martinez-Gonzalez KG, Pato MT, Nicolini H, and Storch EA

Abstract

Obsessive-compulsive disorder (OCD) is a debilitating psychiatric disorder. Worldwide, its prevalence is ~2% and its etiology is mostly unknown. Identifying biological factors contributing to OCD will elucidate underlying mechanisms and might contribute to improved treatment outcomes. Genomic studies of OCD are beginning to reveal long-sought risk loci, but >95% of the cases currently in analysis are of homogenous European ancestry. If not addressed, this Eurocentric bias will result in OCD genomic findings being more accurate for individuals of European ancestry than other ancestries, thereby contributing to health disparities in potential future applications of genomics. In this study protocol paper, we describe the Latin American Trans-ancestry INitiative for OCD genomics (LATINO, www.latinostudy.org). LATINO is a new network of investigators from across Latin America, the United States, and Canada who have begun to collect DNA and clinical data from 5,000 richly-phenotyped OCD cases of Latin American ancestry in a culturally sensitive and ethical manner. In this project, we will utilize trans-ancestry genomic analyses to accelerate the identification of OCD risk loci, fine-map putative causal variants, and improve the performance of polygenic risk scores in diverse populations. We will also capitalize on rich clinical data to examine the genetics of treatment response, biologically plausible OCD subtypes, and symptom dimensions. Additionally, LATINO will help elucidate the diversity of the clinical presentations of OCD across cultures through various trainings developed and offered in collaboration with Latin American investigators. We believe this study will advance the important goal of global mental health discovery and equity.

Published
2023
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41. Identification of Endocannabinoid Predictors of Treatment Outcomes in Major Depressive Disorder: A Secondary Analysis of the First Canadian Biomarker Integration Network in Depression (CAN-BIND 1) Study.

Author

Kim HK, Zai G, Müller DJ, Husain MI, Lam RW, Frey BN, Soares CN, Parikh SV, Milev R, Foster JA, Turecki G, Farzan F, Mulsant BH, Kennedy SH, Tripathy SJ, and Kloiber S

Subjects
Humans, Biomarkers, Canada, Double-Blind Method, Endocannabinoids therapeutic use, Genome-Wide Association Study, RNA, Messenger, Treatment Outcome, Escitalopram therapeutic use, Aripiprazole therapeutic use, Depressive Disorder, Major drug therapy, Depressive Disorder, Major genetics
Abstract

Introduction: An increasing number of studies are examining the link between the endocannabinoidome and major depressive disorder (MDD). We conducted an exploratory analysis of this system to identify potential markers of treatment outcomes., Methods: The dataset of the Canadian Biomarker Integration Network in Depression-1 study, consisting of 180 patients with MDD treated for eight weeks with escitalopram followed by eight weeks with escitalopram alone or augmented with aripiprazole was analyzed. Association between response Montgomery-Asberg Depression Rating Scale (MADRS; score reduction≥50%) or remission (MADRS score≤10) at weeks 8 and 16 and single nucleotide polymorphisms (SNPs), methylation, and mRNA levels of 33 endocannabinoid markers were examined. A standard genome-wide association studies protocol was used for identifying SNPs, and logistic regression was used to assess methylation and mRNA levels., Results: Lower methylation of CpG islands of the diacylglycerol lipase alpha gene ( DAGLA ) was associated with non-remission at week 16 ( DAGLA ; OR=0.337, p<0.003, q=0.050). Methylation of DAGLA was correlated with improvement in Clinical Global Impression (p=0.026), Quick Inventory of Depressive Symptomatology (p=0.010), and Snaith-Hamilton Pleasure scales (p=0.028). We did not find any association between SNPs or mRNA levels and treatment outcomes., Discussion: Methylation of DAGLA is a promising candidate as a marker of treatment outcomes for MDD and needs to be explored further., Competing Interests: There was no role of the following granting agencies/sponsors in the design, collection of data, analysis, interpretation of data, writing of this paper, and decision to submit the paper for publication. Muhammad I. Husain receives research support from the Brain and Behavior Research Foundation, Canadian Institutes of Health Research, CAMH Foundation, the PSI Foundation, and the University of Toronto. He has provided consultancy to Mindset Pharma, PsychEd Therapeutics, and Wake Network. He holds stock/stock options in Mindset Pharma. Raymond W. Lam has received honoraria for ad hoc speaking or advising/consulting or received research funds from: Asia-Pacific Economic Cooperation, BC Leading Edge Foundation, Canadian Institutes of Health Research, Canadian Network for Mood and Anxiety Treatments, Grand Challenges Canada, Healthy Minds Canada, Janssen, Lundbeck, Lundbeck Institute, Medscape, Michael Smith Foundation for Health Research, MITACS, Myriad Neuroscience, Ontario Brain Institute, Otsuka, Pfizer, Sanofi, Unity Health, Vancouver Coastal Health Research Institute, and VGH-UBCH Foundation. Claudio N. Soares received/has pending grants that include Canadian Institutes for Health Research, Ontario Brain Institute, Ontario Research Fund, and Eisai. He also receives consulting feed or honorarium from Lundbeck, Otsuka, Pfizer, Bayer, and Eisai. Sagar V. Parikh reports research support in the past three years from Takeda, Sage, Janssen, Merck, the Ontario Brain Institute, and the Canadian Institutes for Health Research; honoraria from Aifred, Assurex, Janssen, Lundbeck, Mensante, Neonmind, Otsuka, and Sage; and shares in Neonmind and Mensante. Roumen Milev has received consulting and speaking honoraria from AbbVie, Allergan, Eisai, Janssen, KYE, Lallemand, Lundbeck, Neonmind, Otsuka, and Sunovion, and research grants from CAN-BIND, CIHR, Janssen, Lallemand, Lundbeck, Nubiyota, OBI and OMHF. Jane A. Foster receives consulting and speaking fees from Takeda Canada and RBH. Faranak Farzan received funding from CIHR, NSER, and Michael Smith Foundation for Health Research. Benoit H. Mulsant holds and receives support from the Labatt Family Chair in Biology of Depression in Late-Life Adults at the University of Toronto. He currently receives research support from Brain Canada, the Canadian Institutes of Health Research, the CAMH Foundation, the Patient-Centered Outcomes Research Institute, the US National Institute of Health, Capital Solution Design LLC (software used in a study funded by CAMH Foundation), and HAPPYneuron (software used in a study funded by Brain Canada). He has been an unpaid consultant to Myriad Neuroscience. Sidney Kennedy received grants/has pending grants, including Abbott, Allergan, Brain Canada, Canadian Institutes for Health Research, Janssen, Lundbeck, Ontario Brain Institute, Ontario Research Fund, Otsuka, Pfizer, Servier, Sunovion, and Xian-Janssen. He also receives consulting fees or honorarium from Abbott, Alkermes, Allergan, Boehringer Ingelheim, Brain Canada, Canadian Institutes for Health Research, Janssen, Lundbeck, Lundbeck Institute, Ontario Brain Institute, Ontario Research Fund, Otsuka, Pfizer, Servier, Sunovion and Xian-Janssen. He has stock/stock options from Field Trip Health. Stefan Kloiber’s work has been supported by the Academic Scholar Award and the Labatt Family Innovation Fund in Brain Health, Department of Psychiatry, University of Toronto. DJM’s research work is supported by the Canadian Institutes of Health Research, the Ontario Brain Foundation, the Alternate Funding Plan of Ontario, and the Centre for Addiction and Mental Health Foundation. GZ’s work has been supported by the Academic Scholar Award and the Labatt Family Innovation Fund in Brain Health, Department of Psychiatry, University of Toronto, in addition to the Brain & Behavior Research Foundation, International Obsessive-Compulsive Disorder Foundation, and the Physicians’ Services Incorporated Foundation in Ontario, Canada. SK has received an honorarium for past consultation from EmpowerPharm. All other authors declare no conflict of interest. Helena K. Kim, Gwyneth Zai, Daniel J. Müller, Benicio N. Frey, Gustavo Turecki, and Shreejoy J. Tripathy have no conflicts to disclose., (Thieme. All rights reserved.)

Published
2022
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43. Correction: Clinical utility of combinatorial pharmacogenomic testing in depression: A Canadian patient- and rater-blinded, randomized, controlled trial.

Author

Tiwari AK, Zai CC, Altar CA, Tanner JA, Davies PE, Traxler P, Li J, Cogan ES, Kucera MT, Gugila A, Braganza N, Emmerson H, Zai G, Müller DJ, Levitan R, Kloiber S, Daskalakis ZJ, Frey BN, Bowen JM, Tarride JE, Tytus R, Chandrasena R, Voudouris N, Taylor VH, Tempier R, Sharma V, Vasudev A, Dzongowski P, Pliamm L, Greenspoon T, Dechairo BM, and Kennedy JL

Published
2022
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44. Genetics of social anxiety disorder: a systematic review.

Author

Baba A, Kloiber S, and Zai G

Subjects
Anxiety genetics, Catechol O-Methyltransferase genetics, Gene-Environment Interaction, Humans, Pharmacogenetics, Serotonin Plasma Membrane Transport Proteins genetics, Phobia, Social genetics
Abstract

Social anxiety disorder (SAD) is a common psychiatric disorder, often associated with avoidant temperament. Research studies have implicated a strong genetic architecture of SAD. We have conducted a systematic review on the genetics of SAD and yielded 66 articles. In general, prior research studies have focused on the serotonin transporter, oxytocin receptor, brain-derived neurotrophic factor and catechol-O-methyltransferase genes. Mixed and inconsistent results have been reported. Additional approaches and phenotypes have also been investigated, including pharmacogenetics of treatment response, imaging genetics and gene-environment interactions. Future directions warrant further international collaborative efforts, deep-phenotyping of clinical characteristics including consistent and reliable measurement-based symptom severity, and larger sample sizes to ensure sufficient power for stratification due to the heterogeneity of this chronic and often debilitating condition., (Copyright © 2021 Wolters Kluwer Health, Inc. All rights reserved.)

Published
2022
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45. Clinical utility of combinatorial pharmacogenomic testing in depression: A Canadian patient- and rater-blinded, randomized, controlled trial.

Author

Tiwari AK, Zai CC, Altar CA, Tanner JA, Davies PE, Traxler P, Li J, Cogan ES, Kucera MT, Gugila A, Braganza N, Emmerson H, Zai G, Müller DJ, Levitan R, Kloiber S, Daskalakis ZJ, Frey BN, Bowen JM, Tarride JE, Tytus R, Chandrasena R, Voudouris N, Taylor VH, Tempier R, Sharma V, Vasudev A, Dzongowski P, Pliamm L, Greenspoon T, Dechairo BM, and Kennedy JL

Subjects
Antidepressive Agents therapeutic use, Canada, Depression, Humans, Treatment Outcome, Depressive Disorder, Major chemically induced, Depressive Disorder, Major drug therapy, Depressive Disorder, Major genetics, Pharmacogenomic Testing
Abstract

The pharmacological treatment of depression consists of stages of trial and error, with less than 40% of patients achieving remission during first medication trial. However, in a large, randomized-controlled trial (RCT) in the U.S. ("GUIDED"), significant improvements in response and remission rates were observed in patients who received treatment guided by combinatorial pharmacogenomic testing, compared to treatment-as-usual (TAU). Here we present results from the Canadian "GAPP-MDD" RCT. This 52-week, 3-arm, multi-center, participant- and rater-blinded RCT evaluated clinical outcomes among patients with depression whose treatment was guided by combinatorial pharmacogenomic testing compared to TAU. The primary outcome was symptom improvement (change in 17-item Hamilton Depression Rating Scale, HAM-D17) at week 8. Secondary outcomes included response (≥50% decrease in HAM-D17) and remission (HAM-D17 ≤ 7) at week 8. Numerically, patients in the guided-care arm had greater symptom improvement (27.6% versus 22.7%), response (30.3% versus 22.7%), and remission rates (15.7% versus 8.3%) compared to TAU, although these differences were not statistically significant. Given that the GAPP-MDD trial was ultimately underpowered to detect statistically significant differences in patient outcomes, it was assessed in parallel with the larger GUIDED RCT. We observed that relative improvements in response and remission rates were consistent between the GAPP-MDD (33.0% response, 89.0% remission) and GUIDED (31.0% response, 51.0% remission) trials. Together with GUIDED, the results from the GAPP-MDD trial indicate that combinatorial pharmacogenomic testing can be an effective tool to help guide depression treatment in the context of the Canadian healthcare setting (ClinicalTrials.gov NCT02466477)., (© 2022. The Author(s).)

Published
2022
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46. Changes in RNA expression levels during antidepressant treatment: a systematic review.

Author

Kim HK, Zai G, Hennings JM, Müller DJ, and Kloiber S

Subjects
Humans, RNA, Treatment Outcome, Antidepressive Agents therapeutic use, Brain-Derived Neurotrophic Factor genetics
Abstract

More than a third of patients treated with antidepressants experience treatment resistance. Furthermore, molecular pathways involved in antidepressant effect have yet to be fully understood. Therefore, we performed a systematic review of clinical studies that examined changes in RNA expression levels produced by antidepressant treatment. Literature search was performed through April 2021 for peer-reviewed studies measuring changes in mRNA or non-coding RNA levels before and after antidepressant treatment in human participants following PRISMA guidelines. Thirty-one studies were included in qualitative synthesis. We identified a large amount of heterogeneity between the studies for genes/RNAs measured, antidepressants used, and treatment duration. Of the six RNAs examined by more than one study, expression of the brain-derived neurotrophic factor (BDNF) gene and genes in the inflammation pathway, particularly IL-1β, were consistently reported to be altered by antidepressant treatment. Limitations of this review include heterogeneity of the studies, possibility of positive publication bias, and risk of false-negative findings secondary to small sample sizes. In conclusion, our systematic review provides an updated synthesis of RNA expression changes produced by antidepressant treatment in human participants, where genes in the BDNF and inflammatory pathways were identified as potential targets of antidepressant effect. Importantly, these findings also highlight the need for replication of the included studies in multiple strong, placebo-controlled studies for the identification of evidence-based markers that can be targeted to improve treatment outcomes., (© 2021. The Author(s), under exclusive licence to Springer-Verlag GmbH Austria, part of Springer Nature.)

Published
2021
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47. Genetics of human startle reactivity: A systematic review to acquire targets for an anxiety endophenotype.

Author

Tomasi J, Zai CC, Zai G, Kennedy JL, and Tiwari AK

Subjects
Anxiety genetics, Anxiety Disorders genetics, Endophenotypes, Genotype, Humans, Serotonin Plasma Membrane Transport Proteins genetics, Catechol O-Methyltransferase genetics, Reflex, Startle genetics
Abstract

Objectives: Startle response is an objective physiological measure integral to the human defense system and a promising target for endophenotype investigations of anxiety. Given the alterations in startle reactivity observed among anxiety and related disorders, we searched for genetic variants associated with startle reactivity as they may be further involved in pathological anxiety risk., Methods: A systematic literature review was performed to identify genetic variants associated with startle reactivity in humans, specifically baseline and fear- or anxiety-potentiated startle., Results: The polymorphisms Val66Met (rs6265) from brain-derived neurotrophic factor ( BDNF ), Val158Met (rs4680) from catechol-O-methyltransferase ( COMT ), and the serotonin transporter-linked polymorphic region (5-HTTLPR) from the serotonin transporter gene ( SLC6A4 ) were most commonly studied in human startle. In addition, several other genetic variants have also been identified as potential candidates that warrant further research, especially given their novelty in in the context of anxiety., Conclusions: Similar to psychiatric genetic studies, the studies on startle reactivity primarily focus on candidate genes and are plagued by non-replication. Startle reactivity is a promising endophenotype that requires concerted efforts to collect uniformly assessed, large, well-powered samples and hypothesis-free genome-wide strategies. To further support startle as an endophenotype for anxiety, this review suggests advanced genetic strategies for startle research.

Published
2021
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48. An association of Myelin Oligodendrocyte Glycoprotein (MOG) gene variants with white matter volume in pediatric obsessive-compulsive disorder.

Author

Zai G, Arnold PD, Richter MA, Hanna GL, Rosenberg D, and Kennedy JL

Subjects
Child, Humans, Magnetic Resonance Imaging, Myelin-Oligodendrocyte Glycoprotein, Polymorphism, Genetic, Obsessive-Compulsive Disorder diagnostic imaging, Obsessive-Compulsive Disorder genetics, White Matter diagnostic imaging
Abstract

An increasing number of neuroimaging studies have implicated alterations of white matter in obsessive-compulsive disorder (OCD). The myelin oligodendrocyte glycoprotein (MOG) gene plays a major role in myelination, and has previously demonstrated significant association with this disorder, thus variations in this gene may contribute to observed white matter alterations. The purpose of this study is to examine the relationship between white matter volume in OCD and genetic variations in the MOG gene. Two polymorphisms in the MOG gene, MOG(C1334T) and MOG(C10991T), were investigated for association with total white matter volume as measured using volumetric magnetic resonance imaging in 37 pediatric OCD patients. We compared white matter volumes between allele and genotype groups for each polymorphism using ANCOVA. A significant relationship was detected between genotype C/C of MOG(C10991T) and decreased total white matter volume (P = 0.016). Our results showed an association between a MOG genetic variant and white matter volume. This finding is intriguing in light of the posited role of white matter alteration in the etiology of at least some cases of childhood-onset OCD. Further investigation with larger samples and sub-regional white matter volume phenotypes is warranted., (Copyright © 2020. Published by Elsevier B.V.)

Published
2021
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49. Pharmacogenetics of Obsessive-Compulsive Disorder: An Evidence-Update.

Author

Zai G

Subjects
Antidepressive Agents therapeutic use, Humans, Pharmacogenetics, Selective Serotonin Reuptake Inhibitors therapeutic use, Depressive Disorder, Major, Obsessive-Compulsive Disorder drug therapy, Obsessive-Compulsive Disorder genetics
Abstract

Pharmacogenetics has become increasingly important in the treatment of psychiatric disorders because approximately 50% of individuals who take psychotropic medications do not typically respond to them. Obsessive-compulsive disorder (OCD) is one such chronic and often debilitating mental illness with significant non-response to even the first-line medication, serotonin reuptake inhibitors. Precision medicine utilizing genetic testing panels has received significant attention based on the evidence that the variability of antidepressant response and adverse effects is partly due to the variability in an individual's genome. Thus, extensive research has investigated the role of genetic factors on antidepressant response in major depressive disorder (MDD) and their utility for guiding antidepressant treatment to significantly improving outcomes in individuals with MDD. However, limited progress remains in the pharmacogenetics of OCD. This chapter will provide an overview of the recent findings in the pharmacogenetics of OCD. Promising results with limited replications have been reported for the cytochrome P450 liver metabolism genes in addition to several serotonergic and glutamatergic system genes, which may play an important role in antidepressant response in the treatment of OCD., (© 2021. Springer Nature Switzerland AG.)

Published
2021
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50. Review and Consensus on Pharmacogenomic Testing in Psychiatry.

Author

Bousman CA, Bengesser SA, Aitchison KJ, Amare AT, Aschauer H, Baune BT, Asl BB, Bishop JR, Burmeister M, Chaumette B, Chen LS, Cordner ZA, Deckert J, Degenhardt F, DeLisi LE, Folkersen L, Kennedy JL, Klein TE, McClay JL, McMahon FJ, Musil R, Saccone NL, Sangkuhl K, Stowe RM, Tan EC, Tiwari AK, Zai CC, Zai G, Zhang J, Gaedigk A, and Müller DJ

Subjects
Anticonvulsants therapeutic use, Cytochrome P-450 CYP2C19 genetics, Cytochrome P-450 CYP2D6 genetics, Dose-Response Relationship, Drug, HLA Antigens genetics, Humans, Pharmacogenomic Testing standards, Practice Guidelines as Topic, Psychiatry standards, Urea Cycle Disorders, Inborn drug therapy, Urea Cycle Disorders, Inborn genetics, Antidepressive Agents therapeutic use, Antipsychotic Agents therapeutic use, Pharmacogenomic Testing methods, Psychiatry methods
Abstract

The implementation of pharmacogenomic (PGx) testing in psychiatry remains modest, in part due to divergent perceptions of the quality and completeness of the evidence base and diverse perspectives on the clinical utility of PGx testing among psychiatrists and other healthcare providers. Recognizing the current lack of consensus within the field, the International Society of Psychiatric Genetics assembled a group of experts to conduct a narrative synthesis of the PGx literature, prescribing guidelines, and product labels related to psychotropic medications as well as the key considerations and limitations related to the use of PGx testing in psychiatry. The group concluded that to inform medication selection and dosing of several commonly-used antidepressant and antipsychotic medications, current published evidence, prescribing guidelines, and product labels support the use of PGx testing for 2 cytochrome P450 genes ( CYP2D6, CYP2C19 ). In addition, the evidence supports testing for human leukocyte antigen genes when using the mood stabilizers carbamazepine ( HLA-A and HLA-B ), oxcarbazepine ( HLA-B ), and phenytoin (CYP2C9, HLA-B). For valproate, screening for variants in certain genes ( POLG, OTC, CSP1 ) is recommended when a mitochondrial disorder or a urea cycle disorder is suspected. Although barriers to implementing PGx testing remain to be fully resolved, the current trajectory of discovery and innovation in the field suggests these barriers will be overcome and testing will become an important tool in psychiatry., Competing Interests: Dr. Bousman reports a grant from Alberta Innovates Strategic Research Project G2018000868, during the conduct of the study; and he has received in-kind testing kits from Myriad Neuroscience, CNSDose, Genomind, and AB-Biotics for research purposes but has not received payments or received any equity, stocks, or options in these companies or any other pharmacogenetic companies. Dr. Bengesser has nothing to disclose. Dr. Aitchison reports grants from Alberta Innovates Strategic Research Project G2018000868, other from Neuroscience and Mental Health Institute, other from Department of Psychiatry, during the conduct of the study; non-financial support from HLS Therapeutics, grants from Janssen Inc., Canada, outside the submitted work; and Member, Pharmacogene Variation Consortium (PharmVar); Coauthor, Haplotype Translators for CYP2D6 and CYP2C19; Member, Alberta Cannabis Research and Innovation Network; Member, Schizophrenia Society of Alberta; Board Member, Canadian Consortium for Early Intervention in Psychosis. Dr. Amare has nothing to disclose. Dr. Aschauer has nothing to disclose. Dr. Baune has nothing to disclose. Ms. Behroozi Asl reports grants from Alberta Innovates, during the conduct of the study. Dr. Bishop reports personal fees from OptumRx, outside the submitted work; and he is a member of the Clinical Pharmacogenetics Implementation Consortium. Dr. Burmeister reports personal fees from Chinese University of Hong Kong (Shen Zhen), personal fees from Research Grants Council (RGC) of Hong Kong, personal fees from Alexander von Humboldt Foundation, outside the submitted work. Dr. Chaumette reports personal fees from Janssen-Cilag, grants from Fondation Bettencourt-Schueller, outside the submitted work. Dr. Chen has nothing to disclose. Dr. Cordner has nothing to disclose. Dr. Deckert reports grants from DFG, grants from BMBF, grants from Vogel-Foundation, grants from EU, grants from Bavarian Secretary of Commerce, outside the submitted work. Dr. Degenhardt has nothing to disclose. Dr. DeLisi has nothing to disclose. Dr. Folkersen has nothing to disclose. Dr. Kennedy has a patent 'PGx of Antipsychotic Response'; and 'PGx of Wt Gain' both pending. No licensees. Dr. Kennedy's affiliated hospital, (which is not his employer) the Centre for Addiction and Mental Health, is a part owner of the Canadian subsidiary of Myriad Neuroscience, USA. Dr. Klein reports grants from NIH/NHGRI, during the conduct of the study. Dr. McClay has nothing to disclose. Dr. McMahon has nothing to disclose. Dr. Musil reports personal fees from Otsuka/Lundbeck, outside the submitted work. Dr. Saccone reports that her spouse is listed as an inventor on Issued U.S. Patent 8,080,371, “Markers for Addiction” covering the use of certain single nucleotide polymorphisms in determining the diagnosis, prognosis, and treatment of addiction. Dr. Sangkuhl reports grants from NIH/NHGRI, during the conduct of the study. Dr. Stowe has nothing to disclose. Dr. Tan has nothing to disclose. Dr. Tiwari reports that he is a co-investigator on two pharmacogenetic studies where genetic test kits were provided as in-kind contribution by Assurex Health (Myriad Neuroscience) but he did not receive any payments or any equity, stocks, or options from this company or any other pharmacogenetic companies. Dr. Tiwari is also a co-inventor on a patent assessing risk for antipsychotic-induced weight gain. Dr. C. Zai has a patent for suicide markers issued, and a patent for antipsychotic-induced weight gain markers pending. Dr. G. Zai has nothing to disclose. Dr. Zhang has nothing to disclose. Dr. Gaedigk has nothing to disclose. Dr. Müller reports to be a co-investigator on two pharmacogenetic studies where genetic test kits were provided as in-kind contribution by Myriad Neuroscience. He did not receive any payments or any equity, stocks, or options from any pharmacogenetic companies. Dr. Müller is also a co-inventor on two patent assessing risk for antipsychotic-induced weight gain (pending)., (Thieme. All rights reserved.)

Published
2021
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