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

Author

Anttila V, Bulik-Sullivan B, Finucane HK, Walters RK, Bras J, Duncan L, Escott-Price V, Falcone GJ, Gormley P, Malik R, Patsopoulos NA, Ripke S, Wei Z, Yu D, Lee PH, Turley P, Grenier-Boley B, Chouraki V, Kamatani Y, Berr C, Letenneur L, Hannequin D, Amouyel P, Boland A, Deleuze JF, Duron E, Vardarajan BN, Reitz C, Goate AM, Huentelman MJ, Kamboh MI, Larson EB, Rogaeva E, St George-Hyslop P, Hakonarson H, Kukull WA, Farrer LA, Barnes LL, Beach TG, Demirci FY, Head E, Hulette CM, Jicha GA, Kauwe JSK, Kaye JA, Leverenz JB, Levey AI, Lieberman AP, Pankratz VS, Poon WW, Quinn JF, Saykin AJ, Schneider LS, Smith AG, Sonnen JA, Stern RA, Van Deerlin VM, Van Eldik LJ, Harold D, Russo G, Rubinsztein DC, Bayer A, Tsolaki M, Proitsi P, Fox NC, Hampel H, Owen MJ, Mead S, Passmore P, Morgan K, Nöthen MM, Rossor M, Lupton MK, Hoffmann P, Kornhuber J, Lawlor B, McQuillin A, Al-Chalabi A, Bis JC, Ruiz A, Boada M, Seshadri S, Beiser A, Rice K, van der Lee SJ, De Jager PL, Geschwind DH, Riemenschneider M, Riedel-Heller S, Rotter JI, Ransmayr G, Hyman BT, Cruchaga C, Alegret M, Winsvold B, Palta P, Farh KH, Cuenca-Leon E, Furlotte N, Kurth T, Ligthart L, Terwindt GM, Freilinger T, Ran C, Gordon SD, Borck G, Adams HHH, Lehtimäki T, Wedenoja J, Buring JE, Schürks M, Hrafnsdottir M, Hottenga JJ, Penninx B, Artto V, Kaunisto M, Vepsäläinen S, Martin NG, Montgomery GW, Kurki MI, 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 MD, Belin AC, van den Maagdenberg AMJM, Zwart JA, Boomsma D, Eriksson N, Olesen J, Chasman DI, Nyholt DR, Avbersek A, Baum L, Berkovic S, Bradfield J, Buono RJ, Catarino CB, Cossette P, De Jonghe P, Depondt C, Dlugos D, Ferraro TN, French J, Hjalgrim H, Jamnadas-Khoda J, Kälviäinen R, Kunz WS, Lerche H, Leu C, Lindhout D, Lo W, Lowenstein D, McCormack M, Møller RS, Molloy A, Ng PW, Oliver K, Privitera M, Radtke R, Ruppert AK, Sander T, Schachter S, Schankin C, Scheffer I, Schoch S, Sisodiya SM, Smith P, Sperling M, Striano P, Surges R, Thomas GN, Visscher F, Whelan CD, Zara F, Heinzen EL, Marson A, Becker F, Stroink H, Zimprich F, Gasser T, Gibbs R, Heutink P, Martinez M, Morris HR, Sharma M, Ryten M, Mok KY, Pulit S, Bevan S, Holliday E, Attia J, Battey T, Boncoraglio G, Thijs V, Chen WM, Mitchell B, Rothwell P, Sharma P, Sudlow C, Vicente A, Markus H, Kourkoulis C, Pera J, Raffeld M, Silliman S, Boraska Perica V, Thornton LM, Huckins LM, William Rayner N, Lewis CM, Gratacos M, Rybakowski F, Keski-Rahkonen A, Raevuori A, Hudson JI, Reichborn-Kjennerud T, Monteleone P, Karwautz A, Mannik K, Baker JH, O'Toole JK, Trace SE, Davis OSP, Helder SG, Ehrlich S, Herpertz-Dahlmann B, Danner UN, van Elburg AA, 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, Julià A, Rabionet R, Dick DM, Ripatti S, Andreassen OA, Espeseth T, Lundervold AJ, Steen VM, Pinto D, Scherer SW, Aschauer H, Schosser A, Alfredsson L, Padyukov L, Halmi KA, Mitchell J, Strober M, Bergen AW, Kaye W, Szatkiewicz JP, Cormand B, Ramos-Quiroga JA, Sánchez-Mora C, Ribasés M, Casas M, Hervas A, Arranz MJ, Haavik J, Zayats T, Johansson S, Williams N, Dempfle A, Rothenberger A, Kuntsi J, Oades RD, Banaschewski T, Franke B, Buitelaar JK, Arias Vasquez A, Doyle AE, Reif A, Lesch KP, Freitag C, Rivero O, Palmason H, Romanos M, Langley K, Rietschel M, Witt SH, Dalsgaard S, Børglum AD, Waldman I, Wilmot B, Molly N, Bau CHD, Crosbie J, Schachar R, Loo SK, McGough JJ, Grevet EH, Medland SE, Robinson E, Weiss LA, 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 SM, Leboyer M, Levitt P, Maestrini E, Mane S, De-Luca DM, Parr J, Regan R, Reichenberg A, Sandin S, Vorstman J, Wassink T, Wijsman E, Cook E, Santangelo S, Delorme R, Rogé B, Magalhaes T, Arking D, Schulze TG, Thompson RC, Strohmaier J, Matthews K, Melle I, Morris D, Blackwood D, McIntosh A, Bergen SE, Schalling M, Jamain S, Maaser A, Fischer SB, Reinbold CS, Fullerton JM, Guzman-Parra J, Mayoral F, Schofield PR, Cichon S, Mühleisen TW, Degenhardt F, Schumacher J, Bauer M, Mitchell PB, Gershon ES, Rice J, Potash JB, Zandi PP, Craddock N, Ferrier IN, Alda M, Rouleau GA, Turecki G, Ophoff R, Pato C, Anjorin A, Stahl E, Leber M, Czerski PM, Cruceanu C, Jones IR, Posthuma D, Andlauer TFM, Forstner AJ, Streit F, Baune BT, Air T, Sinnamon G, Wray NR, MacIntyre DJ, Porteous D, Homuth G, Rivera M, Grove J, Middeldorp CM, Hickie I, Pergadia M, Mehta D, Smit JH, Jansen R, de Geus E, Dunn E, Li QS, Nauck M, Schoevers RA, Beekman AT, Knowles JA, Viktorin A, Arnold P, Barr CL, Bedoya-Berrio G, Bienvenu OJ, Brentani H, Burton C, Camarena B, Cappi C, Cath D, Cavallini M, Cusi D, Darrow S, Denys D, Derks EM, Dietrich A, Fernandez T, Figee M, Freimer N, Gerber G, Grados M, Greenberg E, Hanna GL, Hartmann A, Hirschtritt ME, Hoekstra PJ, Huang A, Huyser C, Illmann C, Jenike M, Kuperman S, Leventhal B, Lochner C, Lyon GJ, Macciardi F, Madruga-Garrido M, Malaty IA, Maras A, McGrath L, Miguel EC, Mir P, Nestadt G, Nicolini H, Okun MS, Pakstis A, Paschou P, Piacentini J, Pittenger C, Plessen K, Ramensky V, Ramos EM, Reus V, Richter MA, Riddle MA, Robertson MM, Roessner V, Rosário M, Samuels JF, Sandor P, Stein DJ, Tsetsos F, Van Nieuwerburgh F, Weatherall S, Wendland JR, Wolanczyk T, Worbe Y, Zai G, Goes FS, McLaughlin N, Nestadt PS, Grabe HJ, Depienne C, Konkashbaev A, Lanzagorta N, Valencia-Duarte A, Bramon E, Buccola N, Cahn W, Cairns M, Chong SA, 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, Lee Chee Keong J, Limborska S, Loughland C, Lönnqvist J, Maher B, Mattheisen M, McDonald C, Murphy KC, Nenadic I, van Os J, Pantelis C, Pato M, Petryshen T, Quested D, Roussos P, Sanders AR, Schall U, Schwab SG, Sim K, So HC, Stögmann E, Subramaniam M, Toncheva D, Waddington J, Walters J, Weiser M, Cheng W, Cloninger R, Curtis D, Gejman PV, Henskens F, Mattingsdal M, Oh SY, Scott R, Webb B, Breen G, Churchhouse C, Bulik CM, Daly M, Dichgans M, Faraone SV, Guerreiro R, Holmans P, Kendler KS, Koeleman B, Mathews CA, Price A, Scharf J, Sklar P, Williams J, Wood NW, Cotsapas C, Palotie A, Smoller JW, Sullivan P, Rosand J, Corvin A, Neale BM, Schott JM, Anney R, Elia J, Grigoroiu-Serbanescu M, Edenberg HJ, and Murray R

Subjects
Brain Diseases classification, Brain Diseases diagnosis, Genetic Variation, Genome-Wide Association Study, Humans, Mental Disorders classification, Mental Disorders diagnosis, Phenotype, Quantitative Trait, Heritable, Risk Factors, Brain Diseases genetics, Mental Disorders genetics
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., (Copyright © 2018 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works.)

Published
2018
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2. Analysis of shared heritability in common disorders of the brain

Author

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