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4. The genetic architecture of the human cerebral cortex

Author

Grasby, Katrina L., Jahanshad, Neda, Painter, Jodie N., Colodro-Conde, Lucía, Bralten, Janita, Hibar, Derrek P., Lind, Penelope A., Pizzagalli, Fabrizio, Ching, Christopher R.K., McMahon, Mary Agnes B., Shatokhina, Natalia, Zsembik, Leo C.P., Thomopoulos, Sophia I., Zhu, Alyssa H., Strike, Lachlan T., Agartz, Ingrid, Alhusaini, Saud, Almeida, Marcio A.A., Alnæs, Dag, Amlien, Inge K., Andersson, Micael, Ard, Tyler, Armstrong, Nicola J., Ashley-Koch, Allison, Atkins, Joshua R., Bernard, Manon, Brouwer, Rachel M., Buimer, Elizabeth E.L., Bülow, Robin, Bürger, Christian, Cannon, Dara M., Chakravarty, Mallar, Chen, Qiang, Cheung, Joshua W., Couvy-Duchesne, Baptiste, Dale, Anders M., Dalvie, Shareefa, de Araujo, Tânia K., de Zubicaray, Greig I., de Zwarte, Sonja M.C., den Braber, Anouk, Doan, Nhat Trung, Dohm, Katharina, Ehrlich, Stefan, Engelbrecht, Hannah Ruth, Erk, Susanne, Fan, Chun Chieh, Fedko, Iryna O., Foley, Sonya F., Ford, Judith M., Fukunaga, Masaki, Garrett, Melanie E., Ge, Tian, Giddaluru, Sudheer, Goldman, Aaron L., Green, Melissa J., Groenewold, Nynke A., Grotegerd, Dominik, Gurholt, Tiril P., Gutman, Boris A., Hansell, Narelle K., Harris, Mathew A., Harrison, Marc B., Haswell, Courtney C., Hauser, Michael, Herms, Stefan, Heslenfeld, Dirk J., Ho, New Fei, Hoehn, David, Hoffmann, Per, Holleran, Laurena, Hoogman, Martine, Hottenga, Jouke Jan, Ikeda, Masashi, Janowitz, Deborah, Jansen, Iris E., Jia, Tianye, Jockwitz, Christiane, Kanai, Ryota, Karama, Sherif, Kasperaviciute, Dalia, Kaufmann, Tobias, Kelly, Sinead, Kikuchi, Masataka, Klein, Marieke, Knapp, Michael, Knodt, Annchen R., Krämer, Bernd, Lam, Max, Lancaster, Thomas M., Lee, Phil H., Lett, Tristram A., Lewis, Lindsay B., Lopes-Cendes, Iscia, Luciano, Michelle, Macciardi, Fabio, Marquand, Andre F., Mathias, Samuel R., Melzer, Tracy R., Milaneschi, Yuri, Mirza-Schreiber, Nazanin, Moreira, Jose C.V., Mühleisen, Thomas W., Müller-Myhsok, Bertram, Najt, Pablo, Nakahara, Soichiro, Nho, Kwangsik, Olde Loohuis, Loes M., Orfanos, Dimitri Papadopoulos, Pearson, John F., Pitcher, Toni L., Pütz, Benno, Quidé, Yann, Ragothaman, Anjanibhargavi, Rashid, Faisal M., Reay, William R., Redlich, Ronny, Reinbold, Céline S., Repple, Jonathan, Richard, Geneviève, Riedel, Brandalyn C., Risacher, Shannon L., Rocha, Cristiane S., Mota, Nina R., Salminen, Lauren, Saremi, Arvin, Saykin, Andrew J., Schlag, Fenja, Schmaal, Lianne, Schofield, Peter R., Secolin, Rodrigo, Shapland, Chin Yang, Shen, Li, Shin, Jean, Shumskaya, Elena, Sønderby, Ida E., Sprooten, Emma, Tansey, Katherine E., Teumer, Alexander, Thalamuthu, Anbupalam, Tordesillas-Gutiérrez, Diana, Turner, Jessica A., Uhlmann, Anne, Vallerga, Costanza L., van der Meer, Dennis, van Donkelaar, Marjolein M.J., van Eijk, Liza, van Erp, Theo G.M., van Haren, Neeltje E.M., van Rooij, Daan, van Tol, Marie José, Veldink, Jan H., Verhoef, Ellen, Walton, Esther, Wang, Mingyuan, Wang, Yunpeng, Wardlaw, Joanna M., Wen, Wei, Westlye, Lars T., Whelan, Christopher D., Witt, Stephanie H., Wittfeld, Katharina, Wolf, Christiane, Wolfers, Thomas, Wu, Jing Qin, Yasuda, Clarissa L., Zaremba, Dario, Zhang, Zuo, Zwiers, Marcel P., Artiges, Eric, Assareh, Amelia A., Ayesa-Arriola, Rosa, Belger, Aysenil, Brandt, Christine L., Brown, Gregory G., Cichon, Sven, Curran, Joanne E., Davies, Gareth E., Degenhardt, Franziska, Dennis, Michelle F., Dietsche, Bruno, Djurovic, Srdjan, Doherty, Colin P., Espiritu, Ryan, Garijo, Daniel, Gil, Yolanda, Gowland, Penny A., Green, Robert C., Häusler, Alexander N., Heindel, Walter, Ho, Beng Choon, Hoffmann, Wolfgang U., Holsboer, Florian, Homuth, Georg, Hosten, Norbert, Jack, Clifford R., Jang, Mi Hyun, Jansen, Andreas, Kimbrel, Nathan A., Kolskår, Knut, Koops, Sanne, Krug, Axel, Lim, Kelvin O., Luykx, Jurjen J., Mathalon, Daniel H., Mather, Karen A., Mattay, Venkata S., Matthews, Sarah, van Son, Jaqueline Mayoral, McEwen, Sarah C., Melle, Ingrid, Morris, Derek W., Mueller, Bryon A., Nauck, Matthias, Nordvik, Jan E., Nöthen, Markus M., O'Leary, Daniel S., Opel, Nils, Martinot, Marie Laure Paillère, Bruce Pike, G., Preda, Adrian, Quinlan, Erin B., Rasser, Paul E., Ratnakar, Varun, Reppermund, Simone, Steen, Vidar M., Tooney, Paul A., Torres, Fábio R., Veltman, Dick J., Voyvodic, James T., Whelan, Robert, White, Tonya, Yamamori, Hidenaga, Adams, Hieab H.H., Bis, Joshua C., Debette, Stephanie, Decarli, Charles, Fornage, Myriam, Gudnason, Vilmundur, Hofer, Edith, Arfan Ikram, M., Launer, Lenore, Longstreth, W. T., Lopez, Oscar L., Fisher, Simon E., Martin, Nicholas G., McMahon, Katie L., Wright, Margaret J., Thompson, Paul M., Medland, Sarah E., Grasby, Katrina L., Jahanshad, Neda, Painter, Jodie N., Colodro-Conde, Lucía, Bralten, Janita, Hibar, Derrek P., Lind, Penelope A., Pizzagalli, Fabrizio, Ching, Christopher R.K., McMahon, Mary Agnes B., Shatokhina, Natalia, Zsembik, Leo C.P., Thomopoulos, Sophia I., Zhu, Alyssa H., Strike, Lachlan T., Agartz, Ingrid, Alhusaini, Saud, Almeida, Marcio A.A., Alnæs, Dag, Amlien, Inge K., Andersson, Micael, Ard, Tyler, Armstrong, Nicola J., Ashley-Koch, Allison, Atkins, Joshua R., Bernard, Manon, Brouwer, Rachel M., Buimer, Elizabeth E.L., Bülow, Robin, Bürger, Christian, Cannon, Dara M., Chakravarty, Mallar, Chen, Qiang, Cheung, Joshua W., Couvy-Duchesne, Baptiste, Dale, Anders M., Dalvie, Shareefa, de Araujo, Tânia K., de Zubicaray, Greig I., de Zwarte, Sonja M.C., den Braber, Anouk, Doan, Nhat Trung, Dohm, Katharina, Ehrlich, Stefan, Engelbrecht, Hannah Ruth, Erk, Susanne, Fan, Chun Chieh, Fedko, Iryna O., Foley, Sonya F., Ford, Judith M., Fukunaga, Masaki, Garrett, Melanie E., Ge, Tian, Giddaluru, Sudheer, Goldman, Aaron L., Green, Melissa J., Groenewold, Nynke A., Grotegerd, Dominik, Gurholt, Tiril P., Gutman, Boris A., Hansell, Narelle K., Harris, Mathew A., Harrison, Marc B., Haswell, Courtney C., Hauser, Michael, Herms, Stefan, Heslenfeld, Dirk J., Ho, New Fei, Hoehn, David, Hoffmann, Per, Holleran, Laurena, Hoogman, Martine, Hottenga, Jouke Jan, Ikeda, Masashi, Janowitz, Deborah, Jansen, Iris E., Jia, Tianye, Jockwitz, Christiane, Kanai, Ryota, Karama, Sherif, Kasperaviciute, Dalia, Kaufmann, Tobias, Kelly, Sinead, Kikuchi, Masataka, Klein, Marieke, Knapp, Michael, Knodt, Annchen R., Krämer, Bernd, Lam, Max, Lancaster, Thomas M., Lee, Phil H., Lett, Tristram A., Lewis, Lindsay B., Lopes-Cendes, Iscia, Luciano, Michelle, Macciardi, Fabio, Marquand, Andre F., Mathias, Samuel R., Melzer, Tracy R., Milaneschi, Yuri, Mirza-Schreiber, Nazanin, Moreira, Jose C.V., Mühleisen, Thomas W., Müller-Myhsok, Bertram, Najt, Pablo, Nakahara, Soichiro, Nho, Kwangsik, Olde Loohuis, Loes M., Orfanos, Dimitri Papadopoulos, Pearson, John F., Pitcher, Toni L., Pütz, Benno, Quidé, Yann, Ragothaman, Anjanibhargavi, Rashid, Faisal M., Reay, William R., Redlich, Ronny, Reinbold, Céline S., Repple, Jonathan, Richard, Geneviève, Riedel, Brandalyn C., Risacher, Shannon L., Rocha, Cristiane S., Mota, Nina R., Salminen, Lauren, Saremi, Arvin, Saykin, Andrew J., Schlag, Fenja, Schmaal, Lianne, Schofield, Peter R., Secolin, Rodrigo, Shapland, Chin Yang, Shen, Li, Shin, Jean, Shumskaya, Elena, Sønderby, Ida E., Sprooten, Emma, Tansey, Katherine E., Teumer, Alexander, Thalamuthu, Anbupalam, Tordesillas-Gutiérrez, Diana, Turner, Jessica A., Uhlmann, Anne, Vallerga, Costanza L., van der Meer, Dennis, van Donkelaar, Marjolein M.J., van Eijk, Liza, van Erp, Theo G.M., van Haren, Neeltje E.M., van Rooij, Daan, van Tol, Marie José, Veldink, Jan H., Verhoef, Ellen, Walton, Esther, Wang, Mingyuan, Wang, Yunpeng, Wardlaw, Joanna M., Wen, Wei, Westlye, Lars T., Whelan, Christopher D., Witt, Stephanie H., Wittfeld, Katharina, Wolf, Christiane, Wolfers, Thomas, Wu, Jing Qin, Yasuda, Clarissa L., Zaremba, Dario, Zhang, Zuo, Zwiers, Marcel P., Artiges, Eric, Assareh, Amelia A., Ayesa-Arriola, Rosa, Belger, Aysenil, Brandt, Christine L., Brown, Gregory G., Cichon, Sven, Curran, Joanne E., Davies, Gareth E., Degenhardt, Franziska, Dennis, Michelle F., Dietsche, Bruno, Djurovic, Srdjan, Doherty, Colin P., Espiritu, Ryan, Garijo, Daniel, Gil, Yolanda, Gowland, Penny A., Green, Robert C., Häusler, Alexander N., Heindel, Walter, Ho, Beng Choon, Hoffmann, Wolfgang U., Holsboer, Florian, Homuth, Georg, Hosten, Norbert, Jack, Clifford R., Jang, Mi Hyun, Jansen, Andreas, Kimbrel, Nathan A., Kolskår, Knut, Koops, Sanne, Krug, Axel, Lim, Kelvin O., Luykx, Jurjen J., Mathalon, Daniel H., Mather, Karen A., Mattay, Venkata S., Matthews, Sarah, van Son, Jaqueline Mayoral, McEwen, Sarah C., Melle, Ingrid, Morris, Derek W., Mueller, Bryon A., Nauck, Matthias, Nordvik, Jan E., Nöthen, Markus M., O'Leary, Daniel S., Opel, Nils, Martinot, Marie Laure Paillère, Bruce Pike, G., Preda, Adrian, Quinlan, Erin B., Rasser, Paul E., Ratnakar, Varun, Reppermund, Simone, Steen, Vidar M., Tooney, Paul A., Torres, Fábio R., Veltman, Dick J., Voyvodic, James T., Whelan, Robert, White, Tonya, Yamamori, Hidenaga, Adams, Hieab H.H., Bis, Joshua C., Debette, Stephanie, Decarli, Charles, Fornage, Myriam, Gudnason, Vilmundur, Hofer, Edith, Arfan Ikram, M., Launer, Lenore, Longstreth, W. T., Lopez, Oscar L., Fisher, Simon E., Martin, Nicholas G., McMahon, Katie L., Wright, Margaret J., Thompson, Paul M., and Medland, Sarah E.

Abstract

The cerebral cortex underlies our complex cognitive capabilities, yet little is known about the specific genetic loci that influence human cortical structure. To identify genetic variants that affect cortical structure, we conducted a genome-wide association meta-analysis of brain magnetic resonance imaging data from 51,665 individuals. We analyzed the surface area and average thickness of the whole cortex and 34 regions with known functional specializations. We identified 199 significant loci and found significant enrichment for loci influencing total surface area within regulatory elements that are active during prenatal cortical development, supporting the radial unit hypothesis. Loci that affect regional surface area cluster near genes in Wnt signaling pathways, which influence progenitor expansion and areal identity. Variation in cortical structure is genetically correlated with cognitive function, Parkinson's disease, insomnia, depression, neuroticism, and attention deficit hyperactivity disorder.

Published
2020

5. Genetic Determinants of Cortical Structure (Thickness, Surface Area and Volumes) among Disease Free Adults in the CHARGE Consortium

Author

Hofer, Edith, Roshchupkin, Gennady V., Adams, Hieab H. H., Knol, Maria J., Lin, Honghuang, Li, Shuo, Zare, Habil, Ahmad, Shahzad, Armstrong, Nicola J., Satizabal, Claudia L., Bernard, Manon, Bis, Joshua C., Gillespie, Nathan A., Luciano, Michelle, Mishra, Aniket, Scholz, Markus, Teumer, Alexander, Xia, Rui, Jian, Xueqiu, Mosley, Thomas H., Saba, Yasaman, Pirpamer, Lukas, Seiler, Stephan, Becker, James T., Carmichael, Owen, Rotter, Jerome I., Psaty, Bruce M., Lopez, Oscar L., Amin, Najaf, van der Lee, Sven J., Yang, Qiong, Himali, Jayandra J., Maillard, Pauline, Beiser, Alexa S., DeCarli, Charles, Karama, Sherif, Lewis, Lindsay, Harris, Mat, Bastin, Mark E., Deary, Ian J., Witte, A.Veronica, Beyer, Frauke, Loeffler, Markus, Mather, Karen A., Schofield, Peter R., Thalamuthu, Anbupalam, Kwok, John B., Wright, Margaret J., Ames, David, Trollor, Julian, Jiang, Jiyang, Brodaty, Henry, Wen, Wei, Vernooij, Meike W, Hofman, Albert, Uitterlinden, André G., Niessen, Wiro J., Wittfeld, Katharina, Bülow, Robin, Völker, Uwe, Pausova, Zdenka, Pike, G. Bruce, Maingault, Sophie, Crivello, Fabrice, Tzourio, Christophe, Amouye, Philippe, Mazoyer, Bernard, Neale, Michael C., Franz, Carol E., Lyons, Michael J., Panizzon, Matthew S., Andreassen, Ole A., Dale, Anders M., Logue, Mark, Grasby, Katrina L., Jahanshad, Neda, Painter, Jodie N., Colodro-Conde, Lucía, Bralten, Janita, Hibar, Derrek P., Lind, Penelope A., Pizzagalli, Fabrizio, Stein, Jason L., Thompson, Paul M., Medland, Sarah E., Ching Christopher, R.K., McMahon Mary Agnes, B., Shatokhina, Natalia, Zsembik, Leo C.P., Agartz, Ingrid, Alhusaini, Saud, Almeida, Marcio A.A., Alnæs, Dag, Amlien, Inge K., Andersson, Micael, Ard, Tyler, Ashley-Koch, Allison, Brouwer, Rachel M., Buimer, Elizabeth E.L., Bürger, Christian, Cannon, Dara M., Chakravarty, Mallar, Chen, Qiang, Cheung, Joshua W., Couvy-Duchesne, Baptiste, Dalvie, Shareefa, de Araujo, Tânia K., de Zubicaray, Greig I., de Zwarte, Sonja M.C., Braber, Anouk den, Doan, Nhat Trung, Dohm, Katharina, Ehrlich, Stefan, Engelbrecht, Hannah-Ruth, Erk, Susanne, Fan, Chun Chieh, Fedko, Iryna O., Foley, Sonya F., Ford, Judith M., Fukunaga, Masaki, Garrett, Melanie E., Ge, Tian, Giddaluru, Sudheer, Goldman, Aaron L., Groenewold, Nynke A., Grotegerd, Dominik, Gurholt, Tiril P., Gutman, Boris A., Hansell, Narelle K., Harris, Mathew A., Harrison, Marc B., Haswell, Courtney C., Hauser, Michael, Herms, Stefan, Heslenfeld, Dirk J., Ho, New Fei, Hoehn, David, Hoffmann, Per, Holleran, Laurena, Hoogman, Martine, Hottenga, Jouke-Jan, Ikeda, Masashi, Janowitz, Deborah, Jansen, Iris E., Jia, Tianye, Jockwitz, Christiane, Kanai, Ryota, Kasperaviciute, Dalia, Kaufmann, Tobias, Kelly, Sinead, Kikuchi, Masataka, Klein, Marieke, Knapp, Michael, Knodt, Annchen R., Krämer, Bernd, Lam, Max, Lancaster, Thomas M., Lee, Phil H., Lett, Tristram A., Lewis, Lindsay B., Lopes-Cendes, Iscia, Macciardi, Fabio, Marquand, Andre F., Mathias, Samuel R., Melzer, Tracy R., Milaneschi, Yuri, Mirza-Schreiber, Nazanin, Moreira, Jose C.V., Mühleisen, Thomas W., Müller-Myhsok, Bertram, Najt, Pablo, Nakahara, Soichiro, Nho, Kwangsik, Olde Loohuis, Loes M., Orfanos, Dimitri Papadopoulos, Pearson, John F., Pitcher, Toni L., Pütz, Benno, Ragothaman, Anjanibhargavi, Rashid, Faisal M., Ronny, Redlich, Reinbold, Céline S., Repple, Jonathan, Richard, Geneviève, Riedel, Brandalyn C., Risacher, Shannon L., Rocha, Cristiane S., Mota, Nina Roth, Salminen, Lauren, Saremi, Arvin, Saykin, Andrew J., Schlag, Fenja, Schmaal, Lianne, Secolin, Rodrigo, Shapland, Chin Yang, Shen, Li, Shin, Jean, Shumskaya, Elena, Sønderby, Ida E., Sprooten, Emma, Strike, Lachlan T., Tansey, Katherine E., Thomopoulos, Sophia I., Tordesillas-Gutiérrez, Diana, Turner, Jessica A., Uhlmann, Anne, Vallerga, Costanza Ludovica, der Meer, Dennis van, van Donkelaar, Marjolein M.J., Eijk, Liza van, van Erp, Theo G.M., van Haren, Neeltje E.M., Rooij, Daan van, van Tol, Marie-José, Veldink, Jan H., Verhoef, Ellen, Walton, Esther, Wang, Mingyuan, Wang, Yunpeng, Wardlaw, Joanna M., Westlye, Lars T., Whelan, Christopher D., Witt, Stephanie H., Wolf, Christiane, Wolfers, Thomas, Yasuda, Clarissa L., Zaremba, Dario, Zhang, Zuo, Zhu, Alyssa H., Zwiers, Marcel P., Artiges, Eric, Assareh, Amelia A., Ayesa-Arriola, Rosa, Belger, Aysenil, Brandt, Christine L., Brown, Gregory G., Cichon, Sven, Curran, Joanne E., Davies, Gareth E., Degenhardt, Franziska, Dietsche, Bruno, Djurovic, Srdjan, Doherty, Colin P., Espiritu, Ryan, Garijo, Daniel, Gil, Yolanda, Gowland, Penny A., Green, Robert C., Häusler, Alexander N., Heindel, Walter, Ho, Beng-Choon, Hoffmann, Wolfgang U., Holsboer, Florian, Homuth, Georg, Hosten, Norbert, Jack Jr., Clifford R., Jang, MiHyun, Jansen, Andreas, Kolskår, Knut, Koops, Sanne, Krug, Axel, Lim, Kelvin O., Luykx, Jurjen J., Mathalon, Daniel H., Mattay, Venkata S., Matthews, Sarah, Van Son, Jaqueline Mayoral, McEwen, Sarah C., Melle, Ingrid, Morris, Derek W., Mueller, Bryon A., Nauck, Matthias, Nordvik, Jan E., Nöthen, Markus M., O’Leary, Daniel S., Opel, Nils, Paillère Martinot, Marie-Laure, Preda, Adrian, Quinlan, Erin B., Ratnakar, Varun, Reppermund, Simone, Steen, Vidar M., Torres, Fábio R., Veltman, Dick J., Voyvodic, James T., Whelan, Robert, White, Tonya, Yamamori, Hidenaga, Alvim, Marina K.M., Anderson, Tim J., Arias-Vasquez, Alejandro, Baune, Bernhard T., Blangero, John, Boomsma, Dorret I., Brunner, Han G., Buckner, Randy L., Buitelaar, Jan K., Bustillo, Juan R., Cahn, Wiepke, Calhoun, Vince, Caseras, Xavier, Caspers, Svenja, Cavalleri, Gianpiero L., Cendes, Fernando, Corvin, Aiden, Crespo-Facorro, Benedicto, Dalrymple-Alford, John C., Dannlowski, Udo, de Geus, Eco J.C., Delanty, Norman, Depondt, Chantal, Desrivières, Sylvane, Donohoe, Gary, Espeseth, Thomas, Fernández, Guillén, Fisher, Simon E., Flor, Herta, Forstner, Andreas J., Francks, Clyde, Franke, Barbara, Glahn, David C., Gollub, Randy L., Grabe, Hans J., Gruber, Oliver, Håberg, Asta K., Hariri, Ahmad R., Hartman, Catharina A., Hashimoto, Ryota, Heinz, Andreas, Hillegers, Manon H.J., Hoekstra, Pieter J., Holmes, Avram J., Hong, L. Elliot, Hopkins, William D., Hulshoff Pol, Hilleke E., Jernigan, Terry L., Jönsson, Erik G., Kahn, René S., Kennedy, Martin A., Kircher, Tilo T.J., Kochunov, Peter, Kwok, John B.J., Hellard, Stephanie Le, Martin, Nicholas G., Martinot, Jean - Luc, McDonald, Colm, McMahon, Katie L., Meyer-Lindenberg, Andreas, Morey, Rajendra A., Nyberg, Lars, Oosterlaan, Jaap, Ophoff, Roel A., Paus, Tomáš, Penninx, Brenda W.J.H., Polderman, Tinca J.C., Posthuma, Danielle, Rietschel, Marcella, Roffman, Joshua L., Rowland, Laura M., Sachdev, Perminder S., Sämann, Philipp G., Schumann, Gunter, Sim, Kang, Sisodiya, Sanjay M., Smoller, Jordan W., Sommer, Iris E., Pourcain, Beate St, Stein, Dan J., Toga, Arthur W., Trollor, Julian N., Van der Wee, Nic J.A., Ent, Dennis van’t, Völzke, Henry, Walter, Henrik, Weber, Bernd, Weinberger, Daniel R., Zhou, Juan, Kremen, William S., Villringer, Arno, Duijn, Cornelia M. van, Jörgen Grabe, Hans, Longstreth Jr, William T., Fornage, Myriam, Paus, Tomas, Debette, Stephanie, Ikram, M. Arfan, Schmidt, Helena, Schmidt, Reinhold, Seshadri, Sudha, and ENIGMA consortium

Subjects
0303 health sciences, biology, Genetic heterogeneity, Cognition, Hindbrain, Disease, Heritability, Biobank, 03 medical and health sciences, 0302 clinical medicine, medicine.anatomical_structure, Evolutionary biology, Cortex (anatomy), biology.protein, medicine, Sonic hedgehog, 030217 neurology & neurosurgery, 030304 developmental biology
Abstract

Cortical thickness, surface area and volumes (MRI cortical measures) vary with age and cognitive function, and in neurological and psychiatric diseases. We examined heritability, genetic correlations and genome-wide associations of cortical measures across the whole cortex, and in 34 anatomically predefined regions. Our discovery sample comprised 22,822 individuals from 20 cohorts within the Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) consortium and the United Kingdom Biobank. Significant associations were replicated in the Enhancing Neuroimaging Genetics through Meta-analysis (ENIGMA) consortium, and their biological implications explored using bioinformatic annotation and pathway analyses. We identified genetic heterogeneity between cortical measures and brain regions, and 161 genome-wide significant associations pointing to wnt/β-catenin, TGF-β and sonic hedgehog pathways. There was enrichment for genes involved in anthropometric traits, hindbrain development, vascular and neurodegenerative disease and psychiatric conditions. These data are a rich resource for studies of the biological mechanisms behind cortical development and aging.

Published
2018

6. Planar cell polarity pathway and development of the human visual cortex

Author

Shin, Jean, Ma, Shaojie, Hofer, Edith, Patel, Yash, Roshchupkin, Gennady V., Sousa, André M., Jian, Xueqiu, Gottesman, Rebecca, Mosley, Thomas H., Fornage, Myriam, Saba, Yasaman, Pirpamer, Lukas, Schmidt, Reinhold, Schmidt, Helena, Carrion-Castillo, Amaia, Crivello, Fabrice, Mazoyer, Bernard, Bis, Joshua C., Li, Shuo, Yang, Qiong, Luciano, Michelle, Karama, Sherif, Lewis, Lindsay, Bastin, Mark, Harris, Mathew A., Wardlaw, Joanna M., Deary, Ian E., Scholz, Markus, Loeffler, Markus, Witte, Veronica, Beyer, Frauke, Villringer, Arno, Armstrong, Nicola J, Mather, Karen A., Ames, David, Jiang, Jiyang, Kwok, John B, Schofield, Peter R., Thalamuthu, Anbupalam, Trollor, Julian N., Wright, Margaret J., Brodaty, Henry, Wen, Wei, Sachdev, Perminder S., Terzikhan, Natalie, Evans, Tavia E., Adams, Hieab H.H.H., Ikram, M. Arfan, Frenzel, Stefan, van der Auwera-Palitschka, Sandra, Wittfeld, Katharina, Bülow, Robin, Grabe, Hans Jörgen, Tzourio, Christophe, Mishra, Aniket, Maingault, Sophie, Debette, Stephanie, Gillespie, Nathan A., Franz, Carol E., Kremen, William S., Ding, Linda, Jahanshad, Neda, Sestan, Nenad, Pausova, Zdenka, Seshadri, Sudha, Paus, Tomas, Grasby, Katrina L., Painter, Jodie N., Colodro-Conde, Lucía, Bralten, Janita, Hibar, Derrek P., Lind, Penelope A., Pizzagalli, Fabrizio, Ching, Christopher R.K., McMahon, Mary Agnes B., Shatokhina, Natalia, Zsembik, Leo, Agartz, Ingrid, Alhusaini, Saud, Almeida, Marcio A.A., Alnæs, Dag, Amlien, Inge K., Andersson, Micael, Ard, Tyler, Armstrong, Nicola J., Ashley-Koch, Allison, Bernard, Manon, Brouwer, Rachel M., Buimer, Elizabeth E.L., Bürger, Christian, Cannon, Dara M., Chakravarty, Mallasr, Chen, Qiang, Cheung, Joshua W., Couvy-Duchesne, Baptiste, Dale, Anders M., Dalvie, Shareefa, de Araujo, Tânia K., de Zubicaray, Greig I., de Zwarte, Sonja M.C., Braber, Anouk den, Doan, Nhat Trung, Dohm, Katharina, Ehrlich, Stefan, Engelbrecht, Hannah-Ruth, Erk, Susanne, Fan, Chun Chieh, Fedko, Iryna O., Foley, Sonya F., Ford, Judith M., Fukunaga, Masaki, Garrett, Melanie E., Ge, Tian, Giddaluru, Sudheer, Goldman, Aaron L., Groenewold, Nynke A., Grotegerd, Dominik, Gurholt, Tiril P., Gutman, Boris A., Hansell, Narelle K., Harrison, Marc B., Haswell, Courtney C., Hauser, Michael, Heslenfeld, Dirk J., Hoehn, David, Holleran, Laurena, Hoogman, Martine, Hottenga, Jouke-Jan, Ikeda, Masashi, Janowitz, Deborah, Jansen, Iris E., Jia, Tianye, Jockwitz, Christiane, Kanai, Ryota, Kasperaviciute, Dalia, Kaufmann, Tobias, Kelly, Sinead, Kikuchi, Masataka, Klein, Marieke, Knapp, Michael, Knodt, Annchen R., Krämer, Bernd, Lancaster, Thomas M., Lee, Phil H., Lett, Tristram A., Lewis, Lindsay B., Lopes-Cendes, Iscia, Macciardi, Fabio, Marquand, Andre F., Mathias, Samuel R., Melzer, Tracy R., Milaneschi, Yuri, Mirza-Schreiber, Nazanin, Moreira, Jose C.V., Mühleisen, Thomas W., Müller-Myhsok, Bertram, Najt, Pablo, Nakahara, Soichiro, Nho, Kwangsik, Olde Loohuis, Loes M., Orfanos, Dimitri Papadopoulos, Pearson, John F., Pitcher, Toni L., Pütz, Benno, Ragothaman, Anjanibhargavi, Rashid, Faisal M., Redlich, Ronny, Reinbold, Céline S., Repple, Jonathan, Richard, Geneviève, Riedel, Brandalyn C., Risacher, Shannon L., Rocha, Cristiane S., Mota, Nina Roth, Salminen, Lauren, Saremi, Arvin, Saykin, Andrew J., Schlag, Fenja, Schmaal, Lianne, Secolin, Rodrigo, Shapland, Chin Yang, Shen, Li, Shumskaya, Elena, Sønderby, Ida E., Sprooten, Emma, Strike, Lachlan T., Tansey, Katherine E., Teumer, Alexander, Thomopoulos, Sophia I., Tordesillas-Gutiérrez, Diana, Turner, Jessica A., Uhlmann, Anne, Vallerga, Costanza Ludovica, van der Meer, Dennis, van Donkelaar, Marjolein M.J., van Eijk, Liza, van Erp, Theo G.M., van Haren, Neeltje E.M., van Rooij, Daan, van Tol, Marie-José, Veldink, Jan H., Verhoef, Ellen, Walton, Esther, Wang, Yunpeng, Westlye, Lars T., Whelan, Christopher D., Witt, Stephanie H., Wolf, Christiane, Wolfers, Thomas, Yasuda, Clarissa L., Zaremba, Dario, Zhang, Zuo, Zhu, Alyssa H., Zwiers, Marcel P., Artiges, Eric, Assareh, Amelia A., Ayesa-Arriola, Rosa, Belger, Aysenil, Brandt, Christine L., Brown, Gregory G., Cichon, Sven, Curran, Joanne E., Davies, Gareth E., Degenhardt, Franziska, Dietsche, Bruno, Djurovic, Srdjan, Doherty, Colin P., Espiritu, Ryan, Garijo, Daniel, Gil, Yolanda, Gowland, Penny A., Green, Robert C., Häusler, Alexander N., Heindel, Walter, Ho, Beng-Choon, Hoffmann, Wolfgang U., Holsboer, Florian, Homuth, Georg, Hosten, Norbert, Jack Jr., Clifford R., Jang, MiHyun, Jansen, Andreas, Kolskår, Knut, Koops, Sanne, Krug, Axel, Lim, Kelvin O., Luykx, Jurjen J., Mathalon, Daniel H., Mattay, Venkata S., Matthews, Sarah, Van Son, Jaqueline Mayoral, McEwen, Sarah C., Melle, Ingrid, Morris, Derek W., Mueller, Bryon A., Nauck, Matthias, Nordvik, Jan E., Nöthen, Markus M., O’Leary, Daniel S., Opel, Nils, Martinot, Marie - Laure Paillère, Pike, G. Bruce, Preda, Adrian, Quinlan, Erin B., Ratnakar, Varun, Reppermund, Simone, Steen, Vidar M., Torres, Fábio R., Veltman, Dick J., Voyvodic, James T., Whelan, Robert, White, Tonya, Yamamori, Hidenaga, Alvim, Marina K.M., Anderson, Tim J., Andreassen, Ole A., Arias-Vasquez, Alejandro, Bastin, Mark E., Baune, Bernhard T., Blangero, John, Boomsma, Dorret I., Brunner, Han G., Buckner, Randy L., Buitelaar, Jan K., Bustillo, Juan R., Cahn, Wiepke, Calhoun, Vince, Caseras, Xavier, Caspers, Svenja, Cavalleri, Gianpiero L., Cendes, Fernando, Corvin, Aiden, Crespo-Facorro, Benedicto, Dalrymple-Alford, John C., Dannlowski, Udo, de Geus, Eco J.C., Deary, Ian J., Delanty, Norman, Depondt, Chantal, Desrivières, Sylvane, Donohoe, Gary, Espeseth, Thomas, Fernández, Guillén, Fisher, Simon E., Flor, Herta, Forstner, Andreas J., Francks, Clyde, Franke, Barbara, Glahn, David C., Gollub, Randy L., Grabe, Hans J., Gruber, Oliver, Håberg, Asta K., Hariri, Ahmad R., Hartman, Catharina A., Hashimoto, Ryota, Heinz, Andreas, Hillegers, Manon H.J., Hoekstra, Pieter J., Holmes, Avram J., Hong, L. Elliot, Hopkins, William D., Hulshoff Pol, Hilleke E., Jernigan, Terry L., Jönsson, Erik G., Kahn, René S., Kennedy, Martin A., Kircher, Tilo T.J., Kochunov, Peter, Kwok, John B.J., Le Hellard, Stephanie, Martin, Nicholas G., Martinot, Jean - Luc, McDonald, Colm, McMahon, Katie L., Meyer-Lindenberg, Andreas, Morey, Rajendra A., Nyberg, Lars, Oosterlaan, Jaap, Ophoff, Roel A., Penninx, Brenda W.J.H., Polderman, Tinca J.C., Posthuma, Danielle, Rietschel, Marcella, Roffman, Joshua L., Rowland, Laura M., Sämann, Philipp G., Schumann, Gunter, Sim, Kang, Sisodiya, Sanjay M., Smoller, Jordan W., Sommer, Iris E., St Pourcain, Beate, Stein, Dan J., Toga, Arthur W., Van der Wee, Nic J.A., van’t Ent, Dennis, Völzke, Henry, Walter, Henrik, Weber, Bernd, Weinberger, Daniel R., Zhou, Juan, Stein, Jason L., Thompson, Paul M., Medland, Sarah E., ENIGMA Consortium, and neuroCHARGE Working Group

Subjects
0303 health sciences, DAAM1, Locus (genetics), Single-nucleotide polymorphism, Biology, Lateral geniculate nucleus, Phenotype, Chromosome 17 (human), 03 medical and health sciences, 0302 clinical medicine, Visual cortex, medicine.anatomical_structure, Cerebral cortex, medicine, Neuroscience, 030217 neurology & neurosurgery, 030304 developmental biology
Abstract

The radial unit hypothesis provides a framework for global (proliferation) and regional (distribution) expansion of the primate cerebral cortex. Using principal component analysis (PCA), we have identified cortical regions with shared variance in their surface area and cortical thickness, respectively, segmented from magnetic resonance images obtained in 23,800 participants. We then carried out meta-analyses of genome-wide association studies of the first two principal components for each phenotype. For surface area (but not cortical thickness), we have detected strong associations between each of the components and single nucleotide polymorphisms in a number of gene loci. The first (global) component was associated mainly with loci on chromosome 17 (9.5e-32 ≤ p ≤ 2.8e-10), including those detected previously as linked with intracranial volume and/or general cognitive function. The second (regional) component captured shared variation in the surface area of the primary and adjacent secondary visual cortices and showed a robust association with polymorphisms in a locus on chromosome 14 containing Disheveled Associated Activator of Morphogenesis 1 (DAAM1; p=2.4e-34). DAAM1 is a key component in the planar-cell-polarity signaling pathway. In follow-up studies, we have focused on the latter finding and established that: (1) DAAM1 is highly expressed between 12th and 22nd post-conception weeks in the human cerebral cortex; (2) genes co-expressed with DAAM1 in the primary visual cortex are enriched in mitochondria-related pathways; and (3) volume of the lateral geniculate nucleus, which projects to regions of the visual cortex staining for cytochrome oxidase (a mitochondrial enzyme), correlates with the surface area of the visual cortex in major-allele homozygotes but not in carriers of the minor allele. Altogether, we speculate that, in concert with thalamocortical input to cortical subplate, DAAM1 enables migration of neurons to cytochrome-oxidase rich regions of the visual cortex, and, in turn, facilitates regional expansion of this set of cortical regions during development.

Published
2018
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7. RBFOX1, A Splicing Regulator, is A Candidate Gene For Aggressive Behavior

Author

Fernàndez-Castillo, Noèlia, primary, Gan, Gabriela, additional, van Donkelaar, Marjolein M.J., additional, Vaht, Mariliis, additional, Weber, Heike, additional, Retz, Wolfgang, additional, Meyer-Lindenberg, Andreas, additional, Franke, Barbara, additional, Harro, Jaanus, additional, Reif, Andreas, additional, Faraone, Stephen V., additional, and Cormand, Bru, additional

Published
2019
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8. Variation in serotonin neurotransmission genes affects neural activation during response inhibition in adolescents and young adults with ADHD and healthy controls

Author

van Rooij, Daan, primary, Hartman, Catharina A., additional, van Donkelaar, Marjolein M.J., additional, Bralten, Janita, additional, von Rhein, Daniel, additional, Hakobjan, Marina, additional, Franke, Barbara, additional, Heslenfeld, Dirk J., additional, Oosterlaan, Jaap, additional, Rommelse, Nanda, additional, Buitelaar, Jan K., additional, and Hoekstra, Pieter J., additional

Published
2015
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9. Genetic influences on schizophrenia and subcortical brain volumes: large-scale proof of concept

Author

Delanty, Norman, Fisher, Simon E, Byerley, William F., Wendland, Jens R, Craddock, Nick, Ferrucci, Luigi, Fanous, Ayman H, Mather, Karen A., Li, Miaoxin, Martin, Nicholas G., Melle, Ingrid, Cohen, David, Pütz, Benno, Keller, Matthew C, Ann Chong, Siow, St Clair, David, Eichhammer, Peter, Seidman, Larry J., Jack, Clifford R., Drevets, Wayne C, Meyer-Lindenberg, Andreas, Yao, Yin, Müller-Myhsok, Bertram, Qin Wu, Jing, Dikeos, Dimitris, Albus, Margot, Lopez, Lorna M., Mowry, Bryan J., Dale, Anders M., Carless, Melanie A., Kucinskas, Vaidutis, Kähler, Anna K., Roiz-Santiañez, Roberto, Pocklington, Andrew J., Simon Xi, Hualin, Wen, Wei, O'Donovan, Michael C., Ramasamy, Adaikalavan, O'Dushlaine, Colm, Djurovic, Srdjan, Fox, Peter T., Hegenscheid, Katrin, Kochunov, Peter, Schmaal, Lianne, Lencz, Todd, Penninx, Brenda W.J.H., Cookson, Mark R., Black, Donald W., Freedman, Robert, Levinson, Douglas F., Hartberg, Cecilie B., Dudbridge, Frank, Laurent, Claudine, Valdés Hernández, Maria C., Straub, Richard E., Hulshoff Pol, Hilleke E., Mattingsdal, Morten, Nelis, Mari, Liang, Kung-Yee, Wolf, Christiane, Walsh, Dermot, Reichenberg, Abraham, Klein, Marieke, Cai, Guiqing, Szatkiewicz, Jin P., Wassink, Thomas H., Li, Qingqin S., Scott Stroup, Limborska, Svetlana, Drapeau, Elodie, Royle, Natalie A., Amin, Farooq, Espeseth, Thomas, Hoogman, Martine, Stahl, Eli A., Knight, Jo, Hofman, Andrea, Fromer, Menachem, Arias-Vasquez, Alejandro, Gurling, Hugh, van Haren, Neeltje E.M., Nyquist, Paul, Holsboer, Florian, Nestadt, Gerald, Aribisala, Benjamin S., Lerer, Bernard, Brouwer, Rachel M., Svrakic, Dragan M, Keil, Maria, Homuth, Georg, Kuzelova-Ptackova, Hana, Van Os, Jim, Johnson, Robert, Lee Chee Keong, Jimmy, Guadalupe, Tulio, Hashimoto, Ryota, Holmans, Peter A., Franke, Barbara, Parkhomenko, Elena, Liu, Xinmin, Brunner, Han G, van Tol, Marie-Jose, Schall, Ulrich, Heslenfeld, Dirk J., Zheng, Xuebin, Salomaa, Veikko, Schulze, Thomas G., Meijer, Carin J., Zonderman, Alan, Nilsson, Lars G., Nikitina-Zake, Liene, Rietschel, Marcella, Rosen, Glenn D., Buitelaar, Jan K, Del Favero, Jurgen, Nalls, Michael A., Blackwood, Douglas H.R., Fernández, Guillén, Loughland, Carmel M., Olvera, Rene L., van 't Ent, Dennis, Crowley, James J., Perkins, Diana O., Desrivières, Sylvane, Sussmann, Jessika E., Paus, Tomas, Luting, Xue, Rasmussen, Henrik B, Nichols, Thomas E., Cairns, Murray J., Grimm, Oliver, Weiner, Michael W., Visscher, Peter M., Bevilacqua, Elizabeth, Zai, Clement C., Sämann, Philipp G., Cheung, Eric F.C., Curtis, David, Marsal, Sara, Matarin, Mar, Gibbs, Raphael, Suvisaari, Jaana, O'Neill, F. Anthony, Pike, G. Bruce, Iwata, Nakao, Chambert, Kimberley D., Ryten, Mina, Steen, Vidar M., Klovins, Janis, Giddaluru, Sudheer, Toro, Roberto, Ehrenreich, Hannelore, Alexander, Madeline, Mokrab, Younes, Nertney, Deborah A, Bacanu, Silviu A., Fukunaga, Masaki, Bernard, Manon, Ching, Christopher R.K., Czisch, Michael, Walton, Esther, Hoffmann, Wolfgang, Mohnke, Sebastian, Ophoff, Roel A., Shen, Li, LeHellard, Stephanie, Kent, Jack W., van Duijn, Cornelia M., Roussos, Panos, Papiol, Sergi, Hougaard, David M., Reimers, Mark A., van Hulzen, Kimm J.E., Anttila, Verneri, Göring, Harald H.H., Pandolfo, Massimo, Pietiläinen, Olli, Ohi, Kazutaka, Mesholam-Gately, Raquelle I., Mattay, Venkata S., Demontis, Ditte, Davidson, Michael, Powell, John, Belliveau, Richard A, Jenkinson, Mark, Nisenbaum, Laura, Campion, Dominique, Stein, Jason L, Depondt, Chantal, Hosten, Norbert, Schofield, Peter R., Bis, Joshua C., Singleton, Andrew, Walter, Henrik, Heinz, Andreas, Hoekstra, Pieter J., Stogmann, Elisabeth, Medland, Sarah E., Lönnqvist, Jouko, Donohoe, Gary, Hirschhorn, Joel N., Sisodiya, Sanjay M., Sullivan, Patrick F., Domenici, Enrico, van Bokhoven, Hans, van Donkelaar, Marjolein M.J., Chakravarty, M. Mallar, Michie, Patricia T., Duggirala, Ravi, Zimprich, Fritz, Hollegaard, Mads V, Meisenzahl, Eva, Liewald, David C.M., Bulayeva, Kazima B., Cavalleri, Gianpiero L., Bene, Judit, Höhn, David, Rose, Emma J., Werge, Thomas, McDonald, Colm, Palotie, Aarno, Knowles, James A., Catts, Stanley V., Richards, Alexander L., Chen, Eric Y.H., Price, Alkes, Webb, Bradley T., Makkinje, Remco R.R., Lieberman, Jeffrey, de Geus, Eco J.C., Joa, Inge, McIntosh, Andrew M., Schwarz, Emanuel, Milani, Lili, Tooney, Paul A., Naber, Marlies A.M., Arepalli, Sampath, Magnusson, Patrik K.E., Kasperaviciute, Dalia, Abramovic, Lucija, Hottenga, Jouke-Jan, Papadimitriou, George N., Vinke, Louis N, Wang, Qiang, Hernandez, Dena G., Needham, Margaret, Brown, Andrew A., Giusti-Rodríguez, Paola, Herms, Stefan L., Mallet, Jacques, Schubert, Christian R, Kendler, Kenneth S., Sklar, Pamela, Ripke, Stephan, Mühleisen, Thomas W., Hibar, Derrek P., Silverman, Jeremy M., Cannon, Dara M, Frank, Josef, Longstreth, McKay, David R., Hong Lee, Erk, Susanne, Chen, Qiang, Ho, Yvonne Y.W., Pato, Carlos N., Milanova, Vihra, Godard, Stephanie, Melegh, Bela, Launer, Lenore J, Seiler, Stephan, Schumann, Gunter, Ehrlich, Stefan, Murphy, Kieran C., Nugent, Allison C., Henskens, Frans A., Jönsson, Erik G., Farh, Kai-How, Metspalu, Andres, Kirov, George, Wardlaw, Joanna M., Holmes, Avram J., Crespo-Facorro, Benedicto, Ho, Beng-Choon, Strike, Lachlan T., Kim, Sungeun, Gill, Michael, Bruggeman, Richard, Shi, Jianxin, Dillman, Allissa, Rujescu, Dan, Saykin, Andrew J., Ames, David, Longo, Dan L., Cantor, Rita M., van der Brug, Marcel, Thompson, Paul M., Yanek, Lisa, Reppermund, Simone, Nordin, Annelie, Gratten, Jacob, Athanasiu, Lavinia, Karjalainen, Juha, Witt, Stephanie H., Reinvang, Ivar, Huang, Hailiang, Hass, Johanna, Potkin, Steven G., Williams, Robert W., Chan, Raymond C.K., Sham, Pak C., Gejman, Pablo V., Daly, Mark J., Dyer, Thomas D., Nho, Kwangsik, Nöthen, Markus M., Ikram, M. Arfan, Pimm, Jonathan, Shin, Jean, Mostert, Jeanette C., Alhusaini, Saud, Scott, Rodney J., Jablensky, Assen V., Strohmaier, Jana, Bastin, Mark E., Wang, Dai, Hakobjan, Marina M.H., Janowitz, Deborah, Cohen, Nadine, Quested, Digby, Essioux, Laurent, Greve, Douglas, Francks, Clyde, Milaneschi, Yuri, Glahn, David C., Grabe, Hans J., Degenhardt, Franziska, Heister, Angelien J.G.A.M., Riley, Brien P., van der Bruggeman, Marcel, Maier, Wolfgang, Andersson, Micael, Schnell, Knut, Carrera, Noa, Goldman, Aaron L., Mecocci, Patrizia, Mallar Chakravarty, Buccola, Nancy G., Adolfsson, Rolf, Toncheva, Draga, Boomsma, Dorret I., Fedko, Iryna O., Hartmann, Annette M., Murray, Robin M., Meier, Sandra, Liu, Jianjun, Adams, Hieab H.H., Mors, Ole, Franke, Lude, Olincy, Ann, Woldehawariat, Girma, Friedman, Joseph I., Kanai, Ryota, Khrunin, Andrey, Veijola, Juha, Lee, Phil, Luciano, Michelle, Renteria, Miguel E., Malhotra, Anil K., Myin-Germeys, Inez, Haukvik, Unn, Söderman, Erik, van der Lee, Sven J., Zielke, Ronald H., Kim, Yunjung, Wray, Naomi R., Gruber, Oliver, Lawrie, Stephen M., Chee Keong, Jimmy Lee, Nyberg, Lars, Olsen, Line, Soininen, Hilkka, Troncoso, Juan, Kalaydjieva, Luba, Weale, Michael E., Turner, Jessica A., Paunio, Tiina, Kloszewska, Iwona, Bramon, Elvira, Sanders, Alan R., Hansen, Mark, Chen, Ronald Y.L., White, Tonya, McCarroll, Steven A., Posthuma, Danielle, Darvasi, Ariel, Kwok, John B., Hardy, John, Curran, Joanne E., Corvin, Aiden, Romanczuk-Seiferth, Nina, McMahon, Katie L., Hamshere, Marian L., Wittfeld, Katharina, Duan, Jubao, Maher, Brion S., Assareh, Amelia A., Esko, Tõnu, Deary, Ian J., McCarley, Robert W., Williams, Nigel M., Nauck, Matthias, Thirumalai, Srinivas, Walters, James T.R., Weinberger, Daniel R., Toga, Arthur W., Collier, David A., Purcell, Shaun M., Gudnason, Vilmundur, Kennedy, James L., Lu, Lu, Cichon, Sven, Montgomery, Grant W., Zwiers, Marcel P, Ikeda, Masashi, Pers, Tune H., Sprooten, Emma, Kraemer, Bernd, Hoffmann, Per, Pantelis, Christos, Schmidt, Reinhold, van der Wee, Nic J.A., van Eijk, Kristel R., Cahn, Wiepke, Macare, Christine, Dinan, Timothy, Ebling, Maritza, Børglum, Anders D., Farrell, Martilias S., Hultman, Christina M., Nicodemus, Kristin K., Agerbo, Esben, Foroud, Tatiana M., Neale, Benjamin M., Legge, Sophie E., Hansell, Narelle K., Arfan Ikram, Papmeyer, Martina, Pausova, Zdenka, Hammer, Christian, Thalamuthu, Anbupalam, Andreassen, Ole A., Westman, Eric, Pato, Michele T., Trabzuni, Daniah, Calhoun, Vince D., Lubinski, Jan, Westlye, Lars T., So, Hon-Cheong, Giegling, Ina, Gershon, Elliot S., Kahn, René S., Neale, Michael C., Winkler, Anderson M., Bigdeli, Tim B., Bulik-Sullivan, Brendan, Nenadic, Igor, Weiser, Mark, Jia, Tianye, Strengman, Eric, Mattheisen, Manuel, Völzke, Henry, Veltman, Dick J., Kavanagh, David, Hansen, Thomas, Cuellar-Partida, Gabriel, McQuillin, Andrew, Wright, Margaret J., Schork, Andrew J., McMahon, Francis J., Cheng, Wei, Bohlken, Marc M., DeLisi, Lynn E., van der Marel, Saskia S.L., Smoller, Jordan W., Davis, Kenneth L., Georgieva, Lyudmila, Satizabal, Claudia L., Schwab, Sibylle G., Konte, Bettina, Subramaniam, Mythily, O'Callaghan, Eadbhard, Seshadri, Sudha, Bralten, Janita, de Haan, Lieuwe, Whelan, Christopher D., Karachanak-Yankova, Sena, Carr, Vaughan J., Gollub, Randy L., Wong, Emily H.M., Goldstein, Jacqueline I., Gopal, Srihari, Morris, Derek W., Teumer, Alexander, Wolen, Aaron R., Davies, Gareth E., Perez-Iglesias, Rocio, Brodaty, Henry, Petryshen, Tracey L., Guelfi, Sebastian, Cormican, Paul, Simmons, Andy, Mazoyer, Bernard, Roffman, Joshua L., Ausrele Kucinskiene, Zita, Lovestone, Simon, Ashbrook, David G., Genovese, Giulio, Becker, James T., Haroutunian, Vahram, Green, Robert C., Scolnick, Edward M., Salami, Alireza, Agartz, Ingrid, Hartman, Catharina A., Eriksson, Johan, Almasy, Laura, Ruderfer, Douglas M., Macek Jr, Milan, Risacher, Shannon L., Olde Loohuis, Loes M., Smith, Colin, Freimer, Nelson B., Buckner, Randy L., Begemann, Martin, Sachdev, Perminder S., Boks, Marco P., Walters, Raymond K., Oh, Sang-Yun, Wildenauer, Dieter B., Wormley, Brandon K., Armstrong, Nicola J., Li, Tao, Spencer, Chris C.A., Owen, Michael J., Williams, Stephanie, Julià, Antonio, Escott-Price, Valentina, Moran, Jennifer L., Blangero, John, Mortensen, Preben B., Buxbaum, Joseph D., Slominsky, Petr, Sim, Kang, Pulver, Ann E., de Zubicaray, Greig I., Jahanshad, Neda, Fischl, Bruce, Kelly, Brian J., Chauhan, Ganesh, Traynor, Bryan, Robert Cloninger, Schmidt, Helena, Bergen, Sarah E., den Braber, Anouk, Hager, Reinmar, and Waddington, John

Subjects
3. Good health
Abstract

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

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