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1. Cortical thickness across the lifespan: Data from 17,075 healthy individuals aged 3–90 years

Author: Frangou, S. (Sophia), Modabbernia, A. (Amirhossein), Williams, S.C.R. (Steven C. R.), Papachristou, E. (Efstathios), Doucet, G.E. (Gaelle E.), Agartz, I. (Ingrid), Aghajani, M. (Moji), Akudjedu, T.N. (Theophilus N.), Albajes-Eizagirre, A. (Anton), Alnæs, D. (Dag), Alpert, K. (Kathryn), Andersson, M. (Micael), Andreasen, N.C. (Nancy C.), Andreassen, O.A. (Ole), Asherson, P. (Philip), Banaschewski, T. (Tobias), Bargallo, N. (Nuria), Baumeister, S. (Sarah), Baur-Streubel, R. (Ramona), Bertolino, A. (Alessandro), Bonvino, A. (Aurora), Boomsma, D.I. (Dorret I.), Borgwardt, S. (Stefan), Bourque, J. (Josiane), Brandeis, D. (Daniel), Breier, A. (Alan), Brodaty, H. (Henry), Brouwer, R.M. (Rachel), Buitelaar, J.K. (Jan K.), Busatto, G.F. (Geraldo F.), Buckner, M., Calhoun, V.D. (Vince), Canales-Rodríguez, E.J. (Erick J.), Cannon, D.M. (Dara M.), Caseras, X. (Xavier), Castellanos, F.X. (Francisco X.), Cervenka, S. (Simon), Chaim-Avancini, T.M. (Tiffany M.), Ching, C.R.K. (Christopher), Chubar, V. (Victoria), Clark, V.P. (Vincent P.), Conrod, P. (Patricia), Conzelmann, A. (Annette), Crespo-Facorro, B. (Benedicto), Crivello, F. (Fabrice), Crone, E.A. (Eveline), Dale, A.M. (Anders), Davey, C.G. (Christopher), Geus, E.J.C. (Eco) de, Haan, L. (Lieuwe) de, Zubicaray, G.I. (Greig) de, Braber, A. (Anouk) den, Dickie, E.W. (Erin W.), Di Giorgio, A. (Annabella), Doan, N.T. (Nhat Trung), Dørum, E.S. (Erlend S.), Ehrlich, S.M. (Stefan), Erk, S., Espeseth, T. (Thomas), Fatouros-Bergman, H. (Helena), Fisher, S.E. (Simon), Fouche, J.-P. (Jean-Paul), Franke, B. (Barbara), Frodl, T. (Thomas), Fuentes-Claramonte, P. (Paola), Glahn, D.C. (David), Gotlib, I.H. (Ian H.), Grabe, H.J. (Hans Jörgen), Grimm, O. (Oliver), Groenewold, N.A. (Nynke A.), Grotegerd, D. (Dominik), Gruber, O. (Oliver), Gruner, P. (Patricia), Gur, R.E. (Rachel E.), Gur, R.C. (Ruben C.), Harrison, B.J. (Ben J.), Hartman, C.A. (Catharine A.), Hatton, W., Heinz, A. (Andreas), Heslenfeld, D.J. (Dirk), Hibar, D.P. (Derrek P.), Hickie, I.B. (Ian), Ho, B.-C. (Beng-Choon), Hoekstra, P.J. (Pieter), Hohmann, S. (Sarah), Holmes, A.J. (Avram J.), Hoogman, M. (Martine), Hosten, N. (Norbert), Howells, F.M. (Fleur M.), Hulshoff Pol, H.E. (Hilleke E.), Huyser, J. (Jochanan), Jahanshad, N. (Neda), James, A., Jernigan, T.L. (Terry L.), Jiang, J. (Jiyang), Jönsson, E.G. (Erik G.), Joska, J.A. (John A.), Kahn, R. (Rene), Kalnin, A. (Andrew), Kanai, R. (Ryota), Klein, M. (Marieke), Klyushnik, T.P. (Tatyana P.), Koenders, L. (Laura), Koops, S. (Sanne), Krämer, B. (Bernd), Kuntsi, J. (Jonna), Lagopoulos, J. (Jim), Lázaro, L. (Luisa), Lebedeva, I. (Irina), Lee, W.H. (Won Hee), Lesch, K.-P. (Klaus-Peter), Lochner, C. (Christine), Machielsen, M.W.J. (Marise), Maingault, S. (Sophie), Martin, N.G. (Nicholas G.), Martínez-Zalacaín, I. (Ignacio), Mataix-Cols, D. (David), Mazoyer, B. (Bernard), McDonald, C. (Colm), McDonald, B.C. (Brenna C.), McIntosh, A.M. (Andrew), McMahon, K.L. (Katie L.), McPhilemy, G. (Genevieve), Menchón, J.M. (José M.), Medland, S.E. (Sarah), Meyer-Lindenberg, A. (Andreas), Naaijen, J. (Jilly), Najt, P. (Pablo), Nakao, T. (Tomohiro), Nordvik, J.E. (Jan E.), Nyberg, L. (Lisa), Oosterlaan, J. (Jaap), de la Foz, V.O.-G. (Víctor Ortiz-García), Paloyelis, Y. (Yannis), Pauli, P. (Paul), Pergola, G. (Giulio), Pomarol-Clotet, E. (Edith), Portella, M.J. (Maria J.), Potkin, S.G. (Steven G.), Radua, J. (Joaquim), Reif, A. (Andreas), Rinker, D.A. (Daniel A.), Roffman, J.L. (Joshua), Rosa, P.G.P. (Pedro G. P.), Sacchet, M.D. (Matthew D.), Sachdev, P.S. (Perminder), Salvador, R. (Raymond), Sánchez-Juan, P. (Pascual), Sarró, S. (Salvador), Satterthwaite, T.D. (Theodore), Saykin, A.J. (Andrew), Serpa, M.H. (Mauricio H.), Schmaal, L. (Lianne), Schnell, K. (Kerry), Schumann, G. (Gunter), Sim, K. (Kang), Smoller, J.W., Sommer, I. (Iris), Soriano-Mas, C. (Carles), Stein, D.J. (Dan J.), Strike, L.T. (Lachlan), Swagerman, S.C. (Suzanne C.), Tamnes, C.K. (Christian K.), Temmingh, H.S. (Henk S.), Thomopoulos, S.I. (Sophia I.), Tomyshev, A.S. (Alexander S.), Tordesillas-Gutierrez, D. (Diana), Trollor, J., Turner, J.A. (Jessica A.), Uhlmann, A. (Anne), Heuvel, O.A. (Odile A.), van den Meer, D. (Dennis), Wee, N.J. (Nic) van der, van Haren, N.E.M. (Neeltje E. M.), Ent, D. (Dennis) van 't, Erp, T.G.M. (Theo G.) van, Veer, I.M. (Ilya), Veltman, D.J. (Dick), Voineskos, A. (Aristotle), Völzke, H. (Henry), Walter, H. (Henrik), Walton, E. (Esther), Wang, L. (Lei), Wang, Y. (Yang), Wassink, A.M.J. (Annemarie), Weber, B. (Bernd), Wen, W. (Wei), West, J.D. (John D.), Westlye, L.T. (Lars), Whalley, H. (Heather), Wierenga, L.M. (Lara M.), Wittfeld, K. (Katharina), Wolf, D.H. (Daniel H.), Worker, A. (Amanda), Wright, M.J. (Margaret J.), Yang, K. (Kun), Yoncheva, Y. (Yulyia), Zanetti, M.V. (Marcus V.), Ziegler, G.C. (Georg C.), Thompson, P.M. (Paul), Dima, D. (Danai), Frangou, S. (Sophia), Modabbernia, A. (Amirhossein), Williams, S.C.R. (Steven C. R.), Papachristou, E. (Efstathios), Doucet, G.E. (Gaelle E.), Agartz, I. (Ingrid), Aghajani, M. (Moji), Akudjedu, T.N. (Theophilus N.), Albajes-Eizagirre, A. (Anton), Alnæs, D. (Dag), Alpert, K. (Kathryn), Andersson, M. (Micael), Andreasen, N.C. (Nancy C.), Andreassen, O.A. (Ole), Asherson, P. (Philip), Banaschewski, T. (Tobias), Bargallo, N. (Nuria), Baumeister, S. (Sarah), Baur-Streubel, R. (Ramona), Bertolino, A. (Alessandro), Bonvino, A. (Aurora), Boomsma, D.I. (Dorret I.), Borgwardt, S. (Stefan), Bourque, J. (Josiane), Brandeis, D. (Daniel), Breier, A. (Alan), Brodaty, H. (Henry), Brouwer, R.M. (Rachel), Buitelaar, J.K. (Jan K.), Busatto, G.F. (Geraldo F.), Buckner, M., Calhoun, V.D. (Vince), Canales-Rodríguez, E.J. (Erick J.), Cannon, D.M. (Dara M.), Caseras, X. (Xavier), Castellanos, F.X. (Francisco X.), Cervenka, S. (Simon), Chaim-Avancini, T.M. (Tiffany M.), Ching, C.R.K. (Christopher), Chubar, V. (Victoria), Clark, V.P. (Vincent P.), Conrod, P. (Patricia), Conzelmann, A. (Annette), Crespo-Facorro, B. (Benedicto), Crivello, F. (Fabrice), Crone, E.A. (Eveline), Dale, A.M. (Anders), Davey, C.G. (Christopher), Geus, E.J.C. (Eco) de, Haan, L. (Lieuwe) de, Zubicaray, G.I. (Greig) de, Braber, A. (Anouk) den, Dickie, E.W. (Erin W.), Di Giorgio, A. (Annabella), Doan, N.T. (Nhat Trung), Dørum, E.S. (Erlend S.), Ehrlich, S.M. (Stefan), Erk, S., Espeseth, T. (Thomas), Fatouros-Bergman, H. (Helena), Fisher, S.E. (Simon), Fouche, J.-P. (Jean-Paul), Franke, B. (Barbara), Frodl, T. (Thomas), Fuentes-Claramonte, P. (Paola), Glahn, D.C. (David), Gotlib, I.H. (Ian H.), Grabe, H.J. (Hans Jörgen), Grimm, O. (Oliver), Groenewold, N.A. (Nynke A.), Grotegerd, D. (Dominik), Gruber, O. (Oliver), Gruner, P. (Patricia), Gur, R.E. (Rachel E.), Gur, R.C. (Ruben C.), Harrison, B.J. (Ben J.), Hartman, C.A. (Catharine A.), Hatton, W., Heinz, A. (Andreas), Heslenfeld, D.J. (Dirk), Hibar, D.P. (Derrek P.), Hickie, I.B. (Ian), Ho, B.-C. (Beng-Choon), Hoekstra, P.J. (Pieter), Hohmann, S. (Sarah), Holmes, A.J. (Avram J.), Hoogman, M. (Martine), Hosten, N. (Norbert), Howells, F.M. (Fleur M.), Hulshoff Pol, H.E. (Hilleke E.), Huyser, J. (Jochanan), Jahanshad, N. (Neda), James, A., Jernigan, T.L. (Terry L.), Jiang, J. (Jiyang), Jönsson, E.G. (Erik G.), Joska, J.A. (John A.), Kahn, R. (Rene), Kalnin, A. (Andrew), Kanai, R. (Ryota), Klein, M. (Marieke), Klyushnik, T.P. (Tatyana P.), Koenders, L. (Laura), Koops, S. (Sanne), Krämer, B. (Bernd), Kuntsi, J. (Jonna), Lagopoulos, J. (Jim), Lázaro, L. (Luisa), Lebedeva, I. (Irina), Lee, W.H. (Won Hee), Lesch, K.-P. (Klaus-Peter), Lochner, C. (Christine), Machielsen, M.W.J. (Marise), Maingault, S. (Sophie), Martin, N.G. (Nicholas G.), Martínez-Zalacaín, I. (Ignacio), Mataix-Cols, D. (David), Mazoyer, B. (Bernard), McDonald, C. (Colm), McDonald, B.C. (Brenna C.), McIntosh, A.M. (Andrew), McMahon, K.L. (Katie L.), McPhilemy, G. (Genevieve), Menchón, J.M. (José M.), Medland, S.E. (Sarah), Meyer-Lindenberg, A. (Andreas), Naaijen, J. (Jilly), Najt, P. (Pablo), Nakao, T. (Tomohiro), Nordvik, J.E. (Jan E.), Nyberg, L. (Lisa), Oosterlaan, J. (Jaap), de la Foz, V.O.-G. (Víctor Ortiz-García), Paloyelis, Y. (Yannis), Pauli, P. (Paul), Pergola, G. (Giulio), Pomarol-Clotet, E. (Edith), Portella, M.J. (Maria J.), Potkin, S.G. (Steven G.), Radua, J. (Joaquim), Reif, A. (Andreas), Rinker, D.A. (Daniel A.), Roffman, J.L. (Joshua), Rosa, P.G.P. (Pedro G. P.), Sacchet, M.D. (Matthew D.), Sachdev, P.S. (Perminder), Salvador, R. (Raymond), Sánchez-Juan, P. (Pascual), Sarró, S. (Salvador), Satterthwaite, T.D. (Theodore), Saykin, A.J. (Andrew), Serpa, M.H. (Mauricio H.), Schmaal, L. (Lianne), Schnell, K. (Kerry), Schumann, G. (Gunter), Sim, K. (Kang), Smoller, J.W., Sommer, I. (Iris), Soriano-Mas, C. (Carles), Stein, D.J. (Dan J.), Strike, L.T. (Lachlan), Swagerman, S.C. (Suzanne C.), Tamnes, C.K. (Christian K.), Temmingh, H.S. (Henk S.), Thomopoulos, S.I. (Sophia I.), Tomyshev, A.S. (Alexander S.), Tordesillas-Gutierrez, D. (Diana), Trollor, J., Turner, J.A. (Jessica A.), Uhlmann, A. (Anne), Heuvel, O.A. (Odile A.), van den Meer, D. (Dennis), Wee, N.J. (Nic) van der, van Haren, N.E.M. (Neeltje E. M.), Ent, D. (Dennis) van 't, Erp, T.G.M. (Theo G.) van, Veer, I.M. (Ilya), Veltman, D.J. (Dick), Voineskos, A. (Aristotle), Völzke, H. (Henry), Walter, H. (Henrik), Walton, E. (Esther), Wang, L. (Lei), Wang, Y. (Yang), Wassink, A.M.J. (Annemarie), Weber, B. (Bernd), Wen, W. (Wei), West, J.D. (John D.), Westlye, L.T. (Lars), Whalley, H. (Heather), Wierenga, L.M. (Lara M.), Wittfeld, K. (Katharina), Wolf, D.H. (Daniel H.), Worker, A. (Amanda), Wright, M.J. (Margaret J.), Yang, K. (Kun), Yoncheva, Y. (Yulyia), Zanetti, M.V. (Marcus V.), Ziegler, G.C. (Georg C.), Thompson, P.M. (Paul), and Dima, D. (Danai)
Abstract: Delineating the association of age and cortical thickness in healthy individuals is critical given the association of cortical thickness with cognition and behavior. Previous research has shown that robust estimates of the association between age and brain morphometry require large-scale studies. In response, we used cross-sectional data from 17,075 individuals aged 3–90 years from the Enhancing Neuroimaging Genetics through Meta-Analysis (ENIGMA) Consortium to infer age-related changes in cortical thickness. We used fractional polynomial (FP) regression to quantify the association between age and cortical thickness, and we computed normalized growth centiles using the parametric Lambda, Mu, and Sigma method. Interindividual variability was estimated using meta-analysis and one-way analysis of variance. For most regions, their highest cortical thickness value was observed in childhood. Age and cortical thickness showed a negative association; the slope was steeper up to the third decade of life and more gradual thereafter; notable exceptions to this general pattern were entorhinal, temporopolar, and anterior cingulate cortices. Interindividual variability was largest in temporal and frontal regions across the lifespan. Age and its FP combinations explained up to 59% variance in cortical thickness. These results may form the basis of further investigation on normative deviation in cortical thickness and its significance for behavioral and cognitive outcomes.
Published: 2021
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2. Subcortical volumes across the lifespan: Data from 18,605 healthy individuals aged 3–90 years

Author: Dima, D. (Danai), Modabbernia, A. (Amirhossein), Papachristou, E. (Efstathios), Doucet, G.E. (Gaelle E.), Agartz, I. (Ingrid), Aghajani, M. (Moji), Akudjedu, T.N. (Theophilus N.), Albajes-Eizagirre, A. (Anton), Alnæs, D. (Dag), Alpert, K. (Kathryn), Andersson, M. (Micael), Andreasen, N.C. (Nancy C.), Andreassen, O.A. (Ole), Asherson, P. (Philip), Banaschewski, T. (Tobias), Bargallo, N. (Nuria), Baumeister, S. (Sarah), Baur-Streubel, R. (Ramona), Bertolino, A. (Alessandro), Bonvino, A. (Aurora), Boomsma, D.I. (Dorret I.), Borgwardt, S. (Stefan), Bourque, J. (Josiane), Brandeis, D. (Daniel), Breier, A. (Alan), Brodaty, H. (Henry), Brouwer, R.M. (Rachel), Buitelaar, J.K. (Jan K.), Busatto, G.F. (Geraldo F.), Buckner, M., Calhoun, V.D. (Vince), Canales-Rodríguez, E.J. (Erick J.), Cannon, D.M. (Dara M.), Caseras, X. (Xavier), Castellanos, F.X. (Francisco X.), Cervenka, S. (Simon), Chaim-Avancini, T.M. (Tiffany M.), Ching, C.R.K. (Christopher), Chubar, V. (Victoria), Clark, V.P. (Vincent P.), Conrod, P. (Patricia), Conzelmann, A. (Annette), Crespo-Facorro, B. (Benedicto), Crivello, F. (Fabrice), Crone, E.A. (Eveline), Dale, A.M. (Anders), Davey, C.G. (Christopher), Geus, E.J.C. (Eco) de, Haan, L. (Lieuwe) de, Zubicaray, G.I. (Greig) de, Braber, A. (Anouk) den, Dickie, E.W. (Erin W.), Di Giorgio, A. (Annabella), Doan, N.T. (Nhat Trung), Dørum, E.S. (Erlend S.), Ehrlich, S.M. (Stefan), Erk, S., Espeseth, T. (Thomas), Fatouros-Bergman, H. (Helena), Fisher, S.E. (Simon), Fouche, J.-P. (Jean-Paul), Franke, B. (Barbara), Frodl, T. (Thomas), Fuentes-Claramonte, P. (Paola), Glahn, D.C. (David), Gotlib, I.H. (Ian H.), Grabe, H.J. (Hans Jörgen), Grimm, O. (Oliver), Groenewold, N.A. (Nynke A.), Grotegerd, D. (Dominik), Gruber, O. (Oliver), Gruner, P. (Patricia), Gur, R.E. (Rachel E.), Gur, R.C. (Ruben C.), Harrison, B.J. (Ben J.), Hartman, C.A. (Catharine A.), Hatton, W., Heinz, A. (Andreas), Heslenfeld, D.J. (Dirk), Hibar, D.P. (Derrek P.), Hickie, I.B. (Ian), Ho, B.-C. (Beng-Choon), Hoekstra, P.J. (Pieter), Hohmann, S. (Sarah), Holmes, A.J. (Avram J.), Hoogman, M. (Martine), Hosten, N. (Norbert), Howells, F.M. (Fleur M.), Hulshoff Pol, H.E. (Hilleke E.), Huyser, J. (Jochanan), Jahanshad, N. (Neda), James, A., Jernigan, T.L. (Terry L.), Jiang, J. (Jiyang), Jönsson, E.G. (Erik G.), Joska, J.A. (John A.), Kahn, R. (Rene), Kalnin, A. (Andrew), Kanai, R. (Ryota), Klein, M. (Marieke), Klyushnik, T.P. (Tatyana P.), Koenders, L. (Laura), Koops, S. (Sanne), Krämer, B. (Bernd), Kuntsi, J. (Jonna), Lagopoulos, J. (Jim), Lázaro, L. (Luisa), Lebedeva, I. (Irina), Lee, W.H. (Won Hee), Lesch, K.-P. (Klaus-Peter), Lochner, C. (Christine), Machielsen, M.W.J. (Marise), Maingault, S. (Sophie), Martin, N.G. (Nicholas G.), Martínez-Zalacaín, I. (Ignacio), Mataix-Cols, D. (David), Mazoyer, B. (Bernard), McDonald, C. (Colm), McDonald, B.C. (Brenna C.), McIntosh, A.M. (Andrew), McMahon, K.L. (Katie L.), McPhilemy, G. (Genevieve), Menchón, J.M. (José M.), Medland, S.E. (Sarah), Meyer-Lindenberg, A. (Andreas), Naaijen, J. (Jilly), Najt, P. (Pablo), Nakao, T. (Tomohiro), Nordvik, J.E. (Jan E.), Nyberg, L., Oosterlaan, J. (Jaap), de la Foz, V.O.-G. (Víctor Ortiz-García), Paloyelis, Y. (Yannis), Pauli, P. (Paul), Pergola, G. (Giulio), Pomarol-Clotet, E. (Edith), Portella, M.J. (Maria J.), Potkin, S.G. (Steven G.), Radua, J. (Joaquim), Reif, A. (Andreas), Rinker, D.A. (Daniel A.), Roffman, J.L. (Joshua), Rosa, P.G.P. (Pedro G. P.), Sacchet, M.D. (Matthew D.), Sachdev, P.S. (Perminder), Salvador, R. (Raymond), Sánchez-Juan, P. (Pascual), Sarró, S. (Salvador), Satterthwaite, T.D. (Theodore), Saykin, A.J. (Andrew), Serpa, M.H. (Mauricio H.), Schmaal, L. (Lianne), Schnell, K. (Kerry), Schumann, G. (Gunter), Sim, K. (Kang), Smoller, J.W., Sommer, I. (Iris), Soriano-Mas, C. (Carles), Stein, D.J. (Dan J.), Strike, L.T. (Lachlan), Swagerman, S.C. (Suzanne C.), Tamnes, C.K. (Christian K.), Temmingh, H.S. (Henk S.), Thomopoulos, S.I. (Sophia I.), Tomyshev, A.S. (Alexander S.), Tordesillas-Gutierrez, D. (Diana), Trollor, J., Turner, J.A. (Jessica A.), Uhlmann, A. (Anne), Heuvel, O.A. (Odile A.), van den Meer, D. (Dennis), Wee, N.J. (Nic) van der, van Haren, N.E.M. (Neeltje E. M.), van't Ent, D. (Dennis), Erp, T.G.M. (Theo G.) van, Veer, I.M. (Ilya), Veltman, D.J. (Dick), Voineskos, A. (Aristotle), Völzke, H. (Henry), Walter, H. (Henrik), Walton, E. (Esther), Wang, L. (Lei), Wang, Y. (Yang), Wassink, A.M.J. (Annemarie), Weber, B. (Bernd), Wen, W. (Wei), West, J.D. (John D.), Westlye, L.T. (Lars), Whalley, H. (Heather), Wierenga, L.M. (Lara M.), Williams, S.C.R. (Steven C. R.), Wittfeld, K. (Katharina), Wolf, D.H. (Daniel H.), Worker, A. (Amanda), Wright, M.J. (Margaret J.), Yang, K. (Kun), Yoncheva, Y. (Yulyia), Zanetti, M.V. (Marcus V.), Ziegler, G.C. (Georg C.), Thompson, P.M. (Paul), Frangou, S. (Sophia), Dima, D. (Danai), Modabbernia, A. (Amirhossein), Papachristou, E. (Efstathios), Doucet, G.E. (Gaelle E.), Agartz, I. (Ingrid), Aghajani, M. (Moji), Akudjedu, T.N. (Theophilus N.), Albajes-Eizagirre, A. (Anton), Alnæs, D. (Dag), Alpert, K. (Kathryn), Andersson, M. (Micael), Andreasen, N.C. (Nancy C.), Andreassen, O.A. (Ole), Asherson, P. (Philip), Banaschewski, T. (Tobias), Bargallo, N. (Nuria), Baumeister, S. (Sarah), Baur-Streubel, R. (Ramona), Bertolino, A. (Alessandro), Bonvino, A. (Aurora), Boomsma, D.I. (Dorret I.), Borgwardt, S. (Stefan), Bourque, J. (Josiane), Brandeis, D. (Daniel), Breier, A. (Alan), Brodaty, H. (Henry), Brouwer, R.M. (Rachel), Buitelaar, J.K. (Jan K.), Busatto, G.F. (Geraldo F.), Buckner, M., Calhoun, V.D. (Vince), Canales-Rodríguez, E.J. (Erick J.), Cannon, D.M. (Dara M.), Caseras, X. (Xavier), Castellanos, F.X. (Francisco X.), Cervenka, S. (Simon), Chaim-Avancini, T.M. (Tiffany M.), Ching, C.R.K. (Christopher), Chubar, V. (Victoria), Clark, V.P. (Vincent P.), Conrod, P. (Patricia), Conzelmann, A. (Annette), Crespo-Facorro, B. (Benedicto), Crivello, F. (Fabrice), Crone, E.A. (Eveline), Dale, A.M. (Anders), Davey, C.G. (Christopher), Geus, E.J.C. (Eco) de, Haan, L. (Lieuwe) de, Zubicaray, G.I. (Greig) de, Braber, A. (Anouk) den, Dickie, E.W. (Erin W.), Di Giorgio, A. (Annabella), Doan, N.T. (Nhat Trung), Dørum, E.S. (Erlend S.), Ehrlich, S.M. (Stefan), Erk, S., Espeseth, T. (Thomas), Fatouros-Bergman, H. (Helena), Fisher, S.E. (Simon), Fouche, J.-P. (Jean-Paul), Franke, B. (Barbara), Frodl, T. (Thomas), Fuentes-Claramonte, P. (Paola), Glahn, D.C. (David), Gotlib, I.H. (Ian H.), Grabe, H.J. (Hans Jörgen), Grimm, O. (Oliver), Groenewold, N.A. (Nynke A.), Grotegerd, D. (Dominik), Gruber, O. (Oliver), Gruner, P. (Patricia), Gur, R.E. (Rachel E.), Gur, R.C. (Ruben C.), Harrison, B.J. (Ben J.), Hartman, C.A. (Catharine A.), Hatton, W., Heinz, A. (Andreas), Heslenfeld, D.J. (Dirk), Hibar, D.P. (Derrek P.), Hickie, I.B. (Ian), Ho, B.-C. (Beng-Choon), Hoekstra, P.J. (Pieter), Hohmann, S. (Sarah), Holmes, A.J. (Avram J.), Hoogman, M. (Martine), Hosten, N. (Norbert), Howells, F.M. (Fleur M.), Hulshoff Pol, H.E. (Hilleke E.), Huyser, J. (Jochanan), Jahanshad, N. (Neda), James, A., Jernigan, T.L. (Terry L.), Jiang, J. (Jiyang), Jönsson, E.G. (Erik G.), Joska, J.A. (John A.), Kahn, R. (Rene), Kalnin, A. (Andrew), Kanai, R. (Ryota), Klein, M. (Marieke), Klyushnik, T.P. (Tatyana P.), Koenders, L. (Laura), Koops, S. (Sanne), Krämer, B. (Bernd), Kuntsi, J. (Jonna), Lagopoulos, J. (Jim), Lázaro, L. (Luisa), Lebedeva, I. (Irina), Lee, W.H. (Won Hee), Lesch, K.-P. (Klaus-Peter), Lochner, C. (Christine), Machielsen, M.W.J. (Marise), Maingault, S. (Sophie), Martin, N.G. (Nicholas G.), Martínez-Zalacaín, I. (Ignacio), Mataix-Cols, D. (David), Mazoyer, B. (Bernard), McDonald, C. (Colm), McDonald, B.C. (Brenna C.), McIntosh, A.M. (Andrew), McMahon, K.L. (Katie L.), McPhilemy, G. (Genevieve), Menchón, J.M. (José M.), Medland, S.E. (Sarah), Meyer-Lindenberg, A. (Andreas), Naaijen, J. (Jilly), Najt, P. (Pablo), Nakao, T. (Tomohiro), Nordvik, J.E. (Jan E.), Nyberg, L., Oosterlaan, J. (Jaap), de la Foz, V.O.-G. (Víctor Ortiz-García), Paloyelis, Y. (Yannis), Pauli, P. (Paul), Pergola, G. (Giulio), Pomarol-Clotet, E. (Edith), Portella, M.J. (Maria J.), Potkin, S.G. (Steven G.), Radua, J. (Joaquim), Reif, A. (Andreas), Rinker, D.A. (Daniel A.), Roffman, J.L. (Joshua), Rosa, P.G.P. (Pedro G. P.), Sacchet, M.D. (Matthew D.), Sachdev, P.S. (Perminder), Salvador, R. (Raymond), Sánchez-Juan, P. (Pascual), Sarró, S. (Salvador), Satterthwaite, T.D. (Theodore), Saykin, A.J. (Andrew), Serpa, M.H. (Mauricio H.), Schmaal, L. (Lianne), Schnell, K. (Kerry), Schumann, G. (Gunter), Sim, K. (Kang), Smoller, J.W., Sommer, I. (Iris), Soriano-Mas, C. (Carles), Stein, D.J. (Dan J.), Strike, L.T. (Lachlan), Swagerman, S.C. (Suzanne C.), Tamnes, C.K. (Christian K.), Temmingh, H.S. (Henk S.), Thomopoulos, S.I. (Sophia I.), Tomyshev, A.S. (Alexander S.), Tordesillas-Gutierrez, D. (Diana), Trollor, J., Turner, J.A. (Jessica A.), Uhlmann, A. (Anne), Heuvel, O.A. (Odile A.), van den Meer, D. (Dennis), Wee, N.J. (Nic) van der, van Haren, N.E.M. (Neeltje E. M.), van't Ent, D. (Dennis), Erp, T.G.M. (Theo G.) van, Veer, I.M. (Ilya), Veltman, D.J. (Dick), Voineskos, A. (Aristotle), Völzke, H. (Henry), Walter, H. (Henrik), Walton, E. (Esther), Wang, L. (Lei), Wang, Y. (Yang), Wassink, A.M.J. (Annemarie), Weber, B. (Bernd), Wen, W. (Wei), West, J.D. (John D.), Westlye, L.T. (Lars), Whalley, H. (Heather), Wierenga, L.M. (Lara M.), Williams, S.C.R. (Steven C. R.), Wittfeld, K. (Katharina), Wolf, D.H. (Daniel H.), Worker, A. (Amanda), Wright, M.J. (Margaret J.), Yang, K. (Kun), Yoncheva, Y. (Yulyia), Zanetti, M.V. (Marcus V.), Ziegler, G.C. (Georg C.), Thompson, P.M. (Paul), and Frangou, S. (Sophia)
Abstract: Age has a major effect on brain volume. However, the normative studies available are constrained by small sample sizes, restricted age coverage and significant methodological variability. These limitations introduce inconsistencies and may obscure or distort the lifespan trajectories of brain morphometry. In response, we capitalized on the resources of the Enhancing Neuroimaging Genetics through Meta-Analysis (ENIGMA) Consortium to examine age-related trajectories inferred from cross-sectional measures of the ventricles, the basal ganglia (caudate, putamen, pallidum, and nucleus accumbens), the thalamus, hippocampus and amygdala using magnetic resonance imaging data obtained from 18,605 individuals aged 3–90 years. All subcortical structure volumes were at their maximum value early in life. The volume of the basal ganglia showed a monotonic negative association with age thereafter; there was no significant association between age and the volumes of the thalamus, amygdala and the hippocampus (with some degree of decline in thalamus) until the sixth decade of life after which they also showed a steep negative association with age. The lateral ventricles showed continuous enlargement throughout the lifespan. Age was positively associated with inter-individual variability in the hippocampus and amygdala and the lateral ventricles. These results were robust to potential confounders and could be used to examine the functional significance of deviations from typical age-related morphometric patterns.
Published: 2020
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3. What we learn about bipolar disorder from large-scale neuroimaging: Findings and future directions from the ENIGMA Bipolar Disorder Working Group

Author: Ching, C.R.K. (Christopher), Hibar, D.P. (Derrek P.), Gurholt, T.P. (Tiril P.), Nunes, A. (Abraham), Thomopoulos, S.I. (Sophia I.), Abé, C. (Christoph), Agartz, I. (Ingrid), Brouwer, R.M. (Rachel), Cannon, D.M. (Dara), de Zwarte, S.M.C. (Sonja M. C.), Eyler, L.T. (Lisa T.), Favre, P. (Pauline), Hajek, T. (Tomas), Haukvik, U.K. (Unn), Houenou, J. (Josselin), Landén, M. (Mikael), Lett, T.A. (Tristram A.), McDonald, C. (Colm), Nabulsi, L. (Leila), Patel, Y. (Yash), Pauling, M.E. (Melissa E.), Paus, T. (Tomas), Radua, J. (Joaquim), Soeiro-de-Souza, M.G. (Marcio G.), Tronchin, G. (Giulia), van Haren, N.E.M. (Neeltje E. M.), Vieta, E. (Eduard), Walter, H.J. (Henrik), Zeng, L.-L. (Ling-Li), Alda, M. (Martin), Almeida, J. (Jorge), Alnæs, D. (Dag), Alonso-Lana, S. (Silvia), Altimus, C. (Cara), Bauer, M. (Michael), Baune, B.T., Bearden, C.E. (Carrie), Bellani, M. (Marcella), Benedetti, F. (Francesco), Berk, M. (Michael), Bilderbeck, A.C. (Amy C.), Blumberg, H.P. (Hilary P.), Bøen, E. (Erlend), Bollettini, I. (Irene), del Mar Bonnin, C. (Caterina), Brambilla, P. (Paolo), Canales-Rodríguez, E.J. (Erick J.), Caseras, X. (Xavier), Dandash, O. (Orwa), Dannlowski, U. (Udo), Delvecchio, G. (Giuseppe), Díaz-Zuluaga, A.M. (Ana M.), Dima, D. (Danai), Duchesnay, É. (Édouard), Elvsåshagen, T. (Torbjørn), Fears, S. (Scott), Frangou, S. (Sophia), Fullerton, J.M. (Janice M.), Glahn, D.C. (David), Goikolea, J.M. (Jose M.), Green, M.J. (Melissa J.), Grotegerd, D. (Dominik), Gruber, O. (Oliver), Haarman, B.C.M. (Benno), Henry, C. (C.), Howells, F.M. (Fleur M.), Ives-Deliperi, V. (Victoria), Jansen, A. (Andreas), Kircher, T.T.J. (Tilo T. J.), Knöchel, C. (Christian), Kramer, B. (Bernd), Lafer, B. (Beny), López-Jaramillo, C. (Carlos), Machado-Vieira, R. (Rodrigo), MacIntosh, B.J. (Bradley J), Melloni, E.M.T. (Elisa M. T.), Mitchell, P.B. (Philip B.), Nenadic, I. (Igor), Nery, F. (Fabiano), Nugent, A.C. (Allison), Oertel, V. (Viola), Ophoff, R.A. (Roel), Ota, M. (Miho), Overs, B.J. (Bronwyn J.), Pham, D.L. (Daniel L.), Phillips, M.L. (Mary L.), Pineda-Zapata, J.A. (Julian A.), Poletti, S. (Sara), Polosan, M. (Mircea), Pomarol-Clotet, E. (Edith), Pouchon, A. (Arnaud), Quidé, Y. (Yann), Rive, M.M. (Maria M.), Roberts, G. (Gloria), Ruhé, H.G. (Henricus G.Eric), Salvador, R. (Raymond), Sarró, S. (Salvador), Satterthwaite, T.D. (Theodore), Schene, A.H. (Aart), Sim, K. (Kang), Soares, J.C. (Jair C.), Stäblein, M. (Michael), Stein, D.J. (Dan J.), Tamnes, C.K. (Christian K.), Thomaidis, G.V. (Georgios V.), Upegui, C.V. (Cristian Vargas), Veltman, D.J. (Dick), Wessa, M. (Michèle), Westlye, L.T. (Lars), Whalley, H.C. (Heather C.), Wolf, D.H. (Daniel H.), Wu, M.-J. (Mon-Ju), Yatham, L.N. (Lakshmi N.), Zarate, C.A. (Carlos A.), Thompson, P.M. (Paul), Andreassen, O.A. (Ole), Ching, C.R.K. (Christopher), Hibar, D.P. (Derrek P.), Gurholt, T.P. (Tiril P.), Nunes, A. (Abraham), Thomopoulos, S.I. (Sophia I.), Abé, C. (Christoph), Agartz, I. (Ingrid), Brouwer, R.M. (Rachel), Cannon, D.M. (Dara), de Zwarte, S.M.C. (Sonja M. C.), Eyler, L.T. (Lisa T.), Favre, P. (Pauline), Hajek, T. (Tomas), Haukvik, U.K. (Unn), Houenou, J. (Josselin), Landén, M. (Mikael), Lett, T.A. (Tristram A.), McDonald, C. (Colm), Nabulsi, L. (Leila), Patel, Y. (Yash), Pauling, M.E. (Melissa E.), Paus, T. (Tomas), Radua, J. (Joaquim), Soeiro-de-Souza, M.G. (Marcio G.), Tronchin, G. (Giulia), van Haren, N.E.M. (Neeltje E. M.), Vieta, E. (Eduard), Walter, H.J. (Henrik), Zeng, L.-L. (Ling-Li), Alda, M. (Martin), Almeida, J. (Jorge), Alnæs, D. (Dag), Alonso-Lana, S. (Silvia), Altimus, C. (Cara), Bauer, M. (Michael), Baune, B.T., Bearden, C.E. (Carrie), Bellani, M. (Marcella), Benedetti, F. (Francesco), Berk, M. (Michael), Bilderbeck, A.C. (Amy C.), Blumberg, H.P. (Hilary P.), Bøen, E. (Erlend), Bollettini, I. (Irene), del Mar Bonnin, C. (Caterina), Brambilla, P. (Paolo), Canales-Rodríguez, E.J. (Erick J.), Caseras, X. (Xavier), Dandash, O. (Orwa), Dannlowski, U. (Udo), Delvecchio, G. (Giuseppe), Díaz-Zuluaga, A.M. (Ana M.), Dima, D. (Danai), Duchesnay, É. (Édouard), Elvsåshagen, T. (Torbjørn), Fears, S. (Scott), Frangou, S. (Sophia), Fullerton, J.M. (Janice M.), Glahn, D.C. (David), Goikolea, J.M. (Jose M.), Green, M.J. (Melissa J.), Grotegerd, D. (Dominik), Gruber, O. (Oliver), Haarman, B.C.M. (Benno), Henry, C. (C.), Howells, F.M. (Fleur M.), Ives-Deliperi, V. (Victoria), Jansen, A. (Andreas), Kircher, T.T.J. (Tilo T. J.), Knöchel, C. (Christian), Kramer, B. (Bernd), Lafer, B. (Beny), López-Jaramillo, C. (Carlos), Machado-Vieira, R. (Rodrigo), MacIntosh, B.J. (Bradley J), Melloni, E.M.T. (Elisa M. T.), Mitchell, P.B. (Philip B.), Nenadic, I. (Igor), Nery, F. (Fabiano), Nugent, A.C. (Allison), Oertel, V. (Viola), Ophoff, R.A. (Roel), Ota, M. (Miho), Overs, B.J. (Bronwyn J.), Pham, D.L. (Daniel L.), Phillips, M.L. (Mary L.), Pineda-Zapata, J.A. (Julian A.), Poletti, S. (Sara), Polosan, M. (Mircea), Pomarol-Clotet, E. (Edith), Pouchon, A. (Arnaud), Quidé, Y. (Yann), Rive, M.M. (Maria M.), Roberts, G. (Gloria), Ruhé, H.G. (Henricus G.Eric), Salvador, R. (Raymond), Sarró, S. (Salvador), Satterthwaite, T.D. (Theodore), Schene, A.H. (Aart), Sim, K. (Kang), Soares, J.C. (Jair C.), Stäblein, M. (Michael), Stein, D.J. (Dan J.), Tamnes, C.K. (Christian K.), Thomaidis, G.V. (Georgios V.), Upegui, C.V. (Cristian Vargas), Veltman, D.J. (Dick), Wessa, M. (Michèle), Westlye, L.T. (Lars), Whalley, H.C. (Heather C.), Wolf, D.H. (Daniel H.), Wu, M.-J. (Mon-Ju), Yatham, L.N. (Lakshmi N.), Zarate, C.A. (Carlos A.), Thompson, P.M. (Paul), and Andreassen, O.A. (Ole)
Abstract: MRI-derived brain measures offer a link between genes, the environment and behavior and have been widely studied in bipolar disorder (BD). However, many neuroimaging studies of BD have been underpowered, leading to varied results and uncertainty regarding effects. The Enhancing Neuro Imaging Genetics through Meta-Analysis (ENIGMA) Bipolar Disorder Working Group was formed in 2012 to empower discoveries, generate consensus findings and inform future hypothesis-driven studi
Published: 2020
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4. ENIGMA and global neuroscience: A decade of large-scale studies of the brain in health and disease across more than 40 countries

Author: Thompson, P.M. (Paul), Jahanshad, N. (Neda), Ching, C.R.K. (Christopher), Salminen, L.E. (Lauren E.), Thomopoulos, S.I. (Sophia I.), Bright, J. (Joanna), Baune, B.T., Bertolín, S. (Sara), Bralten, L.B.C. (Linda), Bruin, W.B. (Willem B.), Bülow, R. (Robin), Chen, J. (Jian), Chye, Y. (Yann), Dannlowski, U. (Udo), de Kovel, C.G.F. (Carolien G F), Donohoe, D.J. (Dennis), Eyler, L.T. (Lisa T.), Faraone, S.V. (Stephen), Favre, P. (Pauline), Filippi, C.A. (Courtney A.), Frodl, T. (Thomas), Garijo, D. (Daniel), Gil, Y. (Yolanda), Grabe, H.J. (Hans Jörgen), Grasby, K.L. (Katrina L.), Hajek, T. (Tomas), Han, L.K.M. (Laura K M), Hatton, W., Hilbert, K. (Kevin), Ho, T.C. (Tiffany C.), Holleran, L. (Laurena), Homuth, G. (Georg), Hosten, N. (Norbert), Houenou, J. (Josselin), Ivanov, I. (Iliyan), Jia, T. (Tianye), Kelly, S. (Sinead), Klein, M. (Marieke), Kwon, J.S. (Jun Soo), Laansma, M.A. (Max A.), Leerssen, J. (Jeanne), Lueken, U. (Ulrike), Nunes, A. (Abraham), Neill, J.O. (Joseph O'), Opel, N. (Nils), Piras, F. (Fabrizio), Piras, F. (Federica), Postema, M.C. (Merel C.), Pozzi, E. (Elena), Shatokhina, N. (Natalia), Soriano-Mas, C. (Carles), Spalletta, G. (Gianfranco), Sun, D. (Daqiang), Teumer, A. (Alexander), Tilot, A.K. (Amanda K.), Tozzi, L. (Leonardo), van der Merwe, C. (Celia), Someren, E.J.W. (Eus) van, van Wingen, G.A. (Guido A.), Völzke, H. (Henry), Walton, E. (Esther), Wang, L. (Lei), Winkler, A.M. (Anderson), Wittfeld, K. (Katharina), Wright, M.J. (Margaret), Yun, J.-Y. (Je-Yeon), Zhang, G. (Guohao), Zhang-James, Y. (Yanli), Adhikari, B.M. (Bhim M.), Agartz, I. (Ingrid), Aghajani, M. (Moji), Aleman, A. (André), Althoff, R.R. (Robert R.), Altmann, A. (A.), Andreassen, O.A. (Ole), Baron, D.A. (David A.), Bartnik-Olson, B.L. (Brenda L.), Marie Bas-Hoogendam, J. (Janna), Baskin-Sommers, A.R. (Arielle R.), Bearden, C.E. (Carrie), Berner, L.A. (Laura A.), Boedhoe, P.S.W. (Premika S W), Brouwer, R.M. (Rachel), Buitelaar, J.K. (Jan), Caeyenberghs, K. (Karen), Cecil, C.A.M. (Charlotte), Cohen, R.A. (Ronald A.), Cole, J.H. (James H.), Conrod, P. (Patricia), De Brito, S.A. (Stephane A.), de Zwarte, S.M.C. (Sonja M C), Dennis, E.L. (Emily L.), Desrivieres, S. (Sylvane), Dima, D. (Danai), Ehrlich, S.M. (Stefan), Esopenko, C. (Carrie), Fairchild, G. (Graeme), Fisher, S.E. (Simon), Fouche, J.-P. (Jean-Paul), Francks, C. (Clyde), Frangou, S. (Sophia), Franke, B. (Barbara), Garavan, H.P. (Hugh P.), Glahn, D.C. (David), Groenewold, N.A. (Nynke A.), Gurholt, T.P. (Tiril P.), Gutman, B.A. (Boris A.), Hahn, T. (Tim), Harding, I.H. (Ian H.), Hernaus, D. (Dennis), Hibar, D.P. (Derrek P.), Hillary, F.G. (Frank G.), Hoogman, M. (Martine), Hulshoff Pol, H.E. (Hilleke E.), Jalbrzikowski, M. (Maria), Karkashadze, G.A. (George A.), Klapwijk, E.T. (Eduard T.), Knickmeyer, R.C. (Rebecca C.), Kochunov, P. (Peter), Koerte, I.K. (Inga K.), Kong, X.-Z. (Xiang-Zhen), Liew, S.-L. (Sook-Lei), Lin, A.P. (Alexander P.), Logue, M.W. (Mark W.), Luders, E. (Eileen), Macciardi, F. (Fabio), Mackey, S. (Scott), Mayer, A.R. (Andrew R.), McDonald, C.R. (Carrie R.), McMahon, A.B. (Agnes B.), Medland, S.E. (Sarah), Modinos, G. (Gemma), Morey, R.A. (Rajendra A.), Mueller, S.C. (Sven C.), Mukherjee, P. (Pratik), Namazova-Baranova, L. (L.), Nir, T.M. (Talia M.), Olsen, A. (Alexander), Paschou, P. (Peristera), Pine, D.S. (Daniel S.), Pizzagalli, F. (Fabrizio), Rentería, M.E. (Miguel), Rohrer, J.D. (Jonathan D.), Sämann, P.G. (Philipp), Schmaal, L. (Lianne), Schumann, G. (Gunter), Shiroishi, M.S. (Mark S.), Sisodiya, S.M. (Sanjay), Smit, D.J.A. (Dirk J A), Sønderby, I.E. (Ida E.), Stein, D.J. (Dan J.), Stein, J.L., Tahmasian, M. (Masoud), Tate, D.F. (David F.), Turner, J. (Jessica), Heuvel, O.A. (Odile A.), Wee, N.J. (Nic) van der, van der Werf, Y.D. (Ysbrand), Erp, T.G.M. (Theo G.) van, van Haren, N.E.M. (Neeltje E M), van Rooij, D. (Daan), Van Velzen, L.S., Veer, I.M. (Ilya), Veltman, D.J. (Dick), Villalon-Reina, J.E. (Julio E.), Walter, H.J. (Henrik), Whelan, C.D. (Christopher), Wilde, E.A. (Elisabeth A.), Zarei, M. (Mojtaba), Zelman, V. (Vladimir), Thompson, P.M. (Paul), Jahanshad, N. (Neda), Ching, C.R.K. (Christopher), Salminen, L.E. (Lauren E.), Thomopoulos, S.I. (Sophia I.), Bright, J. (Joanna), Baune, B.T., Bertolín, S. (Sara), Bralten, L.B.C. (Linda), Bruin, W.B. (Willem B.), Bülow, R. (Robin), Chen, J. (Jian), Chye, Y. (Yann), Dannlowski, U. (Udo), de Kovel, C.G.F. (Carolien G F), Donohoe, D.J. (Dennis), Eyler, L.T. (Lisa T.), Faraone, S.V. (Stephen), Favre, P. (Pauline), Filippi, C.A. (Courtney A.), Frodl, T. (Thomas), Garijo, D. (Daniel), Gil, Y. (Yolanda), Grabe, H.J. (Hans Jörgen), Grasby, K.L. (Katrina L.), Hajek, T. (Tomas), Han, L.K.M. (Laura K M), Hatton, W., Hilbert, K. (Kevin), Ho, T.C. (Tiffany C.), Holleran, L. (Laurena), Homuth, G. (Georg), Hosten, N. (Norbert), Houenou, J. (Josselin), Ivanov, I. (Iliyan), Jia, T. (Tianye), Kelly, S. (Sinead), Klein, M. (Marieke), Kwon, J.S. (Jun Soo), Laansma, M.A. (Max A.), Leerssen, J. (Jeanne), Lueken, U. (Ulrike), Nunes, A. (Abraham), Neill, J.O. (Joseph O'), Opel, N. (Nils), Piras, F. (Fabrizio), Piras, F. (Federica), Postema, M.C. (Merel C.), Pozzi, E. (Elena), Shatokhina, N. (Natalia), Soriano-Mas, C. (Carles), Spalletta, G. (Gianfranco), Sun, D. (Daqiang), Teumer, A. (Alexander), Tilot, A.K. (Amanda K.), Tozzi, L. (Leonardo), van der Merwe, C. (Celia), Someren, E.J.W. (Eus) van, van Wingen, G.A. (Guido A.), Völzke, H. (Henry), Walton, E. (Esther), Wang, L. (Lei), Winkler, A.M. (Anderson), Wittfeld, K. (Katharina), Wright, M.J. (Margaret), Yun, J.-Y. (Je-Yeon), Zhang, G. (Guohao), Zhang-James, Y. (Yanli), Adhikari, B.M. (Bhim M.), Agartz, I. (Ingrid), Aghajani, M. (Moji), Aleman, A. (André), Althoff, R.R. (Robert R.), Altmann, A. (A.), Andreassen, O.A. (Ole), Baron, D.A. (David A.), Bartnik-Olson, B.L. (Brenda L.), Marie Bas-Hoogendam, J. (Janna), Baskin-Sommers, A.R. (Arielle R.), Bearden, C.E. (Carrie), Berner, L.A. (Laura A.), Boedhoe, P.S.W. (Premika S W), Brouwer, R.M. (Rachel), Buitelaar, J.K. (Jan), Caeyenberghs, K. (Karen), Cecil, C.A.M. (Charlotte), Cohen, R.A. (Ronald A.), Cole, J.H. (James H.), Conrod, P. (Patricia), De Brito, S.A. (Stephane A.), de Zwarte, S.M.C. (Sonja M C), Dennis, E.L. (Emily L.), Desrivieres, S. (Sylvane), Dima, D. (Danai), Ehrlich, S.M. (Stefan), Esopenko, C. (Carrie), Fairchild, G. (Graeme), Fisher, S.E. (Simon), Fouche, J.-P. (Jean-Paul), Francks, C. (Clyde), Frangou, S. (Sophia), Franke, B. (Barbara), Garavan, H.P. (Hugh P.), Glahn, D.C. (David), Groenewold, N.A. (Nynke A.), Gurholt, T.P. (Tiril P.), Gutman, B.A. (Boris A.), Hahn, T. (Tim), Harding, I.H. (Ian H.), Hernaus, D. (Dennis), Hibar, D.P. (Derrek P.), Hillary, F.G. (Frank G.), Hoogman, M. (Martine), Hulshoff Pol, H.E. (Hilleke E.), Jalbrzikowski, M. (Maria), Karkashadze, G.A. (George A.), Klapwijk, E.T. (Eduard T.), Knickmeyer, R.C. (Rebecca C.), Kochunov, P. (Peter), Koerte, I.K. (Inga K.), Kong, X.-Z. (Xiang-Zhen), Liew, S.-L. (Sook-Lei), Lin, A.P. (Alexander P.), Logue, M.W. (Mark W.), Luders, E. (Eileen), Macciardi, F. (Fabio), Mackey, S. (Scott), Mayer, A.R. (Andrew R.), McDonald, C.R. (Carrie R.), McMahon, A.B. (Agnes B.), Medland, S.E. (Sarah), Modinos, G. (Gemma), Morey, R.A. (Rajendra A.), Mueller, S.C. (Sven C.), Mukherjee, P. (Pratik), Namazova-Baranova, L. (L.), Nir, T.M. (Talia M.), Olsen, A. (Alexander), Paschou, P. (Peristera), Pine, D.S. (Daniel S.), Pizzagalli, F. (Fabrizio), Rentería, M.E. (Miguel), Rohrer, J.D. (Jonathan D.), Sämann, P.G. (Philipp), Schmaal, L. (Lianne), Schumann, G. (Gunter), Shiroishi, M.S. (Mark S.), Sisodiya, S.M. (Sanjay), Smit, D.J.A. (Dirk J A), Sønderby, I.E. (Ida E.), Stein, D.J. (Dan J.), Stein, J.L., Tahmasian, M. (Masoud), Tate, D.F. (David F.), Turner, J. (Jessica), Heuvel, O.A. (Odile A.), Wee, N.J. (Nic) van der, van der Werf, Y.D. (Ysbrand), Erp, T.G.M. (Theo G.) van, van Haren, N.E.M. (Neeltje E M), van Rooij, D. (Daan), Van Velzen, L.S., Veer, I.M. (Ilya), Veltman, D.J. (Dick), Villalon-Reina, J.E. (Julio E.), Walter, H.J. (Henrik), Whelan, C.D. (Christopher), Wilde, E.A. (Elisabeth A.), Zarei, M. (Mojtaba), and Zelman, V. (Vladimir)
Abstract: This review summarizes the last decade of work by the ENIGMA (Enhancing NeuroImaging Genetics through Meta Analysis) Consortium, a global alliance of over 1400 scientists across 43 countries, studying the human brain in health and disease. Building on large-scale genetic studies that discovered the first robustly replicated genetic loci associated with brain metrics, ENIGMA has diversified into over 50 working groups (WGs), pooling worldwide data and expertise to answer fundamental questions in neuroscience, psychiatry, neurology, and genetics. Most ENIGMA WGs focus on specific psychiatric and neurological conditions, other WGs study normal variation due to sex and gender differences, or development and aging; still other WGs develop methodological pipelines and tools to facilitate harmonized analyses of "big data" (i.e., genetic and epigenetic data, multimodal MRI, and electroencephalography data). These international efforts have yielded the largest neuroimaging studies to date in schizophrenia, bipolar disorder, major depressive disorder, post-traumatic stress disorder, substance use disorders, obsessive-compulsive disorder, attention-deficit/hyperactivity disorder, autism spectrum disorders, epilepsy, and 22q11.2 deletion syndrome. More recent ENIGMA WGs have formed to study anxiety disorders, suicidal thoughts and behavior, sleep and insomnia, eating disorders, irritability, brain injury, antisocial personality and conduct disorder, and dissociative identity disorder. Here, we summarize the first decade of ENIGMA's activities and ongoing projects, and describe the successes and challenges encountered along the way. We highlight the advantages of collaborative large-scale coordinated data analyses for testing reproducibility and robustness of findings, offering the opportunity to identify brain systems involved in clinical syndromes across diverse samples and associated genetic, environmental, demographic, cognitive, and psychosocial factors.
Published: 2020
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5. Widespread white matter microstructural differences in schizophrenia across 4322 individuals: Results from the ENIGMA Schizophrenia DTI Working Group

Author: Kelly, S. (S.), Jahanshad, N. (Neda), Zalesky, A. (A.), Kochunov, P. (P.), Agartz, I. (Ingrid), Alloza, C. (C.), Andreassen, O.A. (O. A.), Arango, C. (C.), Banaj, N. (N.), Bouix, S. (S.), Bousman, C.A. (C. A.), Brouwer, R.M. (Rachel), Bruggemann, J. (J.), Bustillo, J., Cahn, W. (Wiepke), Calhoun, V.D. (Vince), Cannon, D. (D.), Carr, V.J. (Vaughan), Catts, S.V. (Stanley), Chen, J. (J.), Chen, J.-X. (J. X.), Chen, X. (X.), Chiapponi, C. (C.), Cho, K.K. (Kl K), Ciullo, V. (V.), Corvin, A. (Aiden), Crespo-Facorro, B. (Benedicto), Cropley, V. (V.), De Rossi, P. (P.), Diaz-Caneja, C.M. (C. M.), Dickie, E.W. (E. W.), Ehrlich, S.M. (Stefan), Fan, F.-M. (F. M.), Faskowitz, J. (J.), Fatouros-Bergman, H. (H.), Flyckt, L. (L.), Ford, J.M. (J. M.), Fouche, J.-P. (J. P.), Fukunaga, M. (Masaki), Gill, M. (M.), Glahn, D.C. (David), Gollub, R.L. (Randy), Goudzwaard, E.D. (E. D.), Guo, H. (H.), Gur, R.E. (Raquel), Gur, R.C. (R. C.), Gurholt, T.P. (T. P.), Hashimoto, R. (Ryota), Hatton, W., Henskens, F.A. (Frans), Hibar, D.P. (D. P.), Hickie, I.B. (Ian), Hong, L.E. (L. E.), Horacek, J. (J.), Howells, F.M. (F. M.), Hulshoff Pol, H.E. (Hilleke), Hyde, C.L. (C. L.), Isaev, D. (D.), Jablensky, A. (A.), Jansen, P.R. (P. R.), Janssen, J. (J.), Jönsson, E.G. (Erik), Jung, L.A. (L. A.), Kahn, R.S. (R. S.), Kikinis, Z. (Z.), Liu, K. (K.), Klauser, P. (P.), Knöchel, C. (C.), Kubicki, M. (M.), Lagopoulos, J. (Jim), Langen, C.D. (Carolyn), Lawrie, S. (Stephen), Lenroot, R.K. (Rhoshel), Lim, K.O. (Kelvin), Lopez-Jaramillo, C. (C.), Lyall, A. (A.), Magnotta, V., Mandl, R. (René), Mathalon, D.H. (D. H.), McCarley, R.W. (Robert), McCarthy-Jones, S. (S.), McDonald, C. (Colm), McEwen, S. (S.), McIntosh, A.M. (Andrew), Melicher, T. (T.), Mesholam-Gately, R.I. (Raquelle), Michie, P.T. (Patricia), Mowry, B.J. (Bryan J), Mueller, B.A. (Bryon ), Newell, D.T. (D. T.), O'Donnell, P. (P.), Oertel-Knöchel, V. (V.), Oestreich, L. (L.), Paciga, S.A. (S. A.), Pantelis, C. (Christos), Pasternak, O. (O.), Pearlson, G. (G.), Pellicano, G.R. (G. R.), Pereira, A. (A.), Pineda Zapata, J. (J.), Piras, F. (F.), Potkin, S.G. (Steven), Preda, A. (A.), Rasser, P.E. (P. E.), Roalf, D.R. (D. R.), Roiz, R. (R.), Roos, A. (A.), Rotenberg, D. (D.), Satterthwaite, T.D. (Theodore), Savadjiev, P. (P.), Schall, J.D. (Jeffrey), Scott, R.J. (R. J.), Seal, M.L. (M. L.), Seidman, L.J. (Larry), Shannon Weickert, C. (C.), Whelan, C.D. (Christopher), Shenton, M.E. (M. E.), Kwon, J.S. (J. S.), Spalletta, G. (Gianfranco), Spaniel, F. (F.), Sprooten, R. (Roy), Stäblein, M. (M.), Stein, D.J. (Dan), Sundram, S. (S.), Tan, Y. (Y.), Tan, S. (S.), Tang, S. (S.), Temmingh, H.S. (H. S.), Westlye, L.T. (Lars), Tønnesen, S. (S.), Tordesillas-Gutierrez, D. (Diana), Doan, N.T. (N. T.), Vaidya, J. (J.), Van Haren, N.E.M. (N. E.M.), Vargas, C.D. (C. D.), Vecchio, D. (D.), Velakoulis, D. (D.), Voineskos, A. (A.), Voyvodic, J.Q. (J. Q.), Wang, Z. (Z.), Wan, P. (P.), Wei, D. (D.), Weickert, T.W. (T. W.), Whalley, H. (H.), White, T.J.H. (Tonya), Whitford, T.J. (T. J.), Wojcik, J.D. (J. D.), Xiang, H. (H.), Xie, Z. (Z.), Yamamori, H. (H.), Yang, F. (F.), Yao, N. (N.), Zhang, G. (G.), Zhao, J. (J.), Erp, T.G.M. (Theo G.) van, Turner, J. (Jessica), Thompson, P.M. (P. M.), Donohoe, D.J. (Dennis), Kelly, S. (S.), Jahanshad, N. (Neda), Zalesky, A. (A.), Kochunov, P. (P.), Agartz, I. (Ingrid), Alloza, C. (C.), Andreassen, O.A. (O. A.), Arango, C. (C.), Banaj, N. (N.), Bouix, S. (S.), Bousman, C.A. (C. A.), Brouwer, R.M. (Rachel), Bruggemann, J. (J.), Bustillo, J., Cahn, W. (Wiepke), Calhoun, V.D. (Vince), Cannon, D. (D.), Carr, V.J. (Vaughan), Catts, S.V. (Stanley), Chen, J. (J.), Chen, J.-X. (J. X.), Chen, X. (X.), Chiapponi, C. (C.), Cho, K.K. (Kl K), Ciullo, V. (V.), Corvin, A. (Aiden), Crespo-Facorro, B. (Benedicto), Cropley, V. (V.), De Rossi, P. (P.), Diaz-Caneja, C.M. (C. M.), Dickie, E.W. (E. W.), Ehrlich, S.M. (Stefan), Fan, F.-M. (F. M.), Faskowitz, J. (J.), Fatouros-Bergman, H. (H.), Flyckt, L. (L.), Ford, J.M. (J. M.), Fouche, J.-P. (J. P.), Fukunaga, M. (Masaki), Gill, M. (M.), Glahn, D.C. (David), Gollub, R.L. (Randy), Goudzwaard, E.D. (E. D.), Guo, H. (H.), Gur, R.E. (Raquel), Gur, R.C. (R. C.), Gurholt, T.P. (T. P.), Hashimoto, R. (Ryota), Hatton, W., Henskens, F.A. (Frans), Hibar, D.P. (D. P.), Hickie, I.B. (Ian), Hong, L.E. (L. E.), Horacek, J. (J.), Howells, F.M. (F. M.), Hulshoff Pol, H.E. (Hilleke), Hyde, C.L. (C. L.), Isaev, D. (D.), Jablensky, A. (A.), Jansen, P.R. (P. R.), Janssen, J. (J.), Jönsson, E.G. (Erik), Jung, L.A. (L. A.), Kahn, R.S. (R. S.), Kikinis, Z. (Z.), Liu, K. (K.), Klauser, P. (P.), Knöchel, C. (C.), Kubicki, M. (M.), Lagopoulos, J. (Jim), Langen, C.D. (Carolyn), Lawrie, S. (Stephen), Lenroot, R.K. (Rhoshel), Lim, K.O. (Kelvin), Lopez-Jaramillo, C. (C.), Lyall, A. (A.), Magnotta, V., Mandl, R. (René), Mathalon, D.H. (D. H.), McCarley, R.W. (Robert), McCarthy-Jones, S. (S.), McDonald, C. (Colm), McEwen, S. (S.), McIntosh, A.M. (Andrew), Melicher, T. (T.), Mesholam-Gately, R.I. (Raquelle), Michie, P.T. (Patricia), Mowry, B.J. (Bryan J), Mueller, B.A. (Bryon ), Newell, D.T. (D. T.), O'Donnell, P. (P.), Oertel-Knöchel, V. (V.), Oestreich, L. (L.), Paciga, S.A. (S. A.), Pantelis, C. (Christos), Pasternak, O. (O.), Pearlson, G. (G.), Pellicano, G.R. (G. R.), Pereira, A. (A.), Pineda Zapata, J. (J.), Piras, F. (F.), Potkin, S.G. (Steven), Preda, A. (A.), Rasser, P.E. (P. E.), Roalf, D.R. (D. R.), Roiz, R. (R.), Roos, A. (A.), Rotenberg, D. (D.), Satterthwaite, T.D. (Theodore), Savadjiev, P. (P.), Schall, J.D. (Jeffrey), Scott, R.J. (R. J.), Seal, M.L. (M. L.), Seidman, L.J. (Larry), Shannon Weickert, C. (C.), Whelan, C.D. (Christopher), Shenton, M.E. (M. E.), Kwon, J.S. (J. S.), Spalletta, G. (Gianfranco), Spaniel, F. (F.), Sprooten, R. (Roy), Stäblein, M. (M.), Stein, D.J. (Dan), Sundram, S. (S.), Tan, Y. (Y.), Tan, S. (S.), Tang, S. (S.), Temmingh, H.S. (H. S.), Westlye, L.T. (Lars), Tønnesen, S. (S.), Tordesillas-Gutierrez, D. (Diana), Doan, N.T. (N. T.), Vaidya, J. (J.), Van Haren, N.E.M. (N. E.M.), Vargas, C.D. (C. D.), Vecchio, D. (D.), Velakoulis, D. (D.), Voineskos, A. (A.), Voyvodic, J.Q. (J. Q.), Wang, Z. (Z.), Wan, P. (P.), Wei, D. (D.), Weickert, T.W. (T. W.), Whalley, H. (H.), White, T.J.H. (Tonya), Whitford, T.J. (T. J.), Wojcik, J.D. (J. D.), Xiang, H. (H.), Xie, Z. (Z.), Yamamori, H. (H.), Yang, F. (F.), Yao, N. (N.), Zhang, G. (G.), Zhao, J. (J.), Erp, T.G.M. (Theo G.) van, Turner, J. (Jessica), Thompson, P.M. (P. M.), and Donohoe, D.J. (Dennis)
Abstract: The regional distribution of white matter (WM) abnormalities in schizophrenia remains poorly understood, and reported disease effects on the brain vary widely between studies. In an effort to identify commonalities across studies, we perform what we believe is the first ever large-scale coordinated study of WM microstructural differences in schizophrenia. Our analysis consisted of 2359 healthy controls and 1963 schizophrenia patients from 29 independent international studies; we harmonized the processing and statistical analyses of diffusion tensor imaging (DTI) data across sites and meta-analyzed effects across studies. Significant reductions in fractional anisotropy (FA) in schizophrenia patients were widespread, and detected in 20 of 25 regions of interest within a WM skeleton representing all major WM fasciculi. Effect sizes varied by region, peaking at (d=0.42) for the entire WM skeleton, driven more by peripheral areas as opposed to the core WM where regions of interest were defined. The anterior corona radiata (d=0.40) and corpus callosum (d=0.39), specifically its body (d=0.39) and genu (d=0.37), showed greatest effects. Significant decreases, to lesser degrees, were observed in almost all regions analyzed. Larger effect sizes were observed for FA than diffusivity measures; significantly higher mean and radial diffusivity was observed for schizophrenia patients compared with controls. No significant effects of age at onset of schizophrenia or medication dosage were detected. As the largest coordinated analysis of WM differences in a psychiatric disorder to date, the present study provides a robust profile of widespread WM abnormalities in schizophrenia patients worldwide. Interactive three-dimensional visualization of the results is available at www.enigma-viewer.org.
Published: 2018
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6. Using structural MRI to identify bipolar disorders – 13 site machine learning study in 3020 individuals from the ENIGMA Bipolar Disorders Working Group

Author: Nunes, A. (Abraham), Schnack, H. (Hugo), Ching, C.R.K. (Christopher), Agartz, I. (Ingrid), Akudjedu, T.N. (Theophilus N.), Alda, M. (Martin), Alnæs, D. (Dag), Alonso-Lana, S. (Silvia), Bauer, J. (Jochen), Baune, B.T., Bøen, E. (Erlend), Bonnin, C.M. (Caterina del Mar), Busatto, G.F. (Geraldo F.), Canales-Rodríguez, E.J. (Erick J.), Cannon, D.M. (Dara), Caseras, X. (Xavier), Chaim-Avancini, T.M. (Tiffany M.), Dannlowski, U. (Udo), Díaz-Zuluaga, A.M. (Ana M.), Dietsche, B. (Bruno), Doan, N.T. (Nhat Trung), Duchesnay, E. (Edouard), Elvsåshagen, T. (Torbjørn), Emden, D. (Daniel), Eyler, L.T. (Lisa T.), Fatjó-Vilas, M. (Mar), Favre, P. (Pauline), Foley, S.F. (Sonya F.), Fullerton, J.M. (Janice M.), Glahn, D.C. (David), Goikolea, J.M. (Jose M.), Grotegerd, D. (Dominik), Hahn, T. (Tim), Henry, C. (C.), Hibar, D.P. (Derrek P.), Houenou, J. (Josselin), Howells, F.M. (Fleur M.), Jahanshad, N. (Neda), Kaufmann, T. (Tobias), Kenney, J. (Joanne), Kircher, T.T.J. (Tilo T. J.), Krug, A. (Axel), Lagerberg, T.V. (Trine V.), Lenroot, R.K. (Rhoshel), López-Jaramillo, C. (Carlos), Machado-Vieira, R. (Rodrigo), Malt, U.F. (Ulrik), McDonald, C. (Colm), Mitchell, P.B. (Philip B.), Mwangi, B. (Benson), Nabulsi, L. (Leila), Opel, N. (Nils), Overs, B.J. (Bronwyn J.), Pineda-Zapata, J.A. (Julian A.), Pomarol-Clotet, E. (Edith), Redlich, R. (Ronny), Roberts, G. (Gloria), Rosa, P.G. (Pedro G.), Salvador, R. (Raymond), Satterthwaite, T.D. (Theodore), Soares, J.C. (Jair C.), Stein, D.J. (Dan), Temmingh, H.S. (Henk S.), Trappenberg, T. (Thomas), Uhlmann, A. (Anne), van Haren, N.E.M. (Neeltje E. M.), Vieta, E. (Eduard), Westlye, L.T. (Lars), Wolf, D.H. (Daniel H.), Yüksel, D. (Dilara), Zanetti, M.V. (Marcus V.), Andreassen, O.A. (Ole), Thompson, P.M. (Paul), Hajek, T. (Tomas), Nunes, A. (Abraham), Schnack, H. (Hugo), Ching, C.R.K. (Christopher), Agartz, I. (Ingrid), Akudjedu, T.N. (Theophilus N.), Alda, M. (Martin), Alnæs, D. (Dag), Alonso-Lana, S. (Silvia), Bauer, J. (Jochen), Baune, B.T., Bøen, E. (Erlend), Bonnin, C.M. (Caterina del Mar), Busatto, G.F. (Geraldo F.), Canales-Rodríguez, E.J. (Erick J.), Cannon, D.M. (Dara), Caseras, X. (Xavier), Chaim-Avancini, T.M. (Tiffany M.), Dannlowski, U. (Udo), Díaz-Zuluaga, A.M. (Ana M.), Dietsche, B. (Bruno), Doan, N.T. (Nhat Trung), Duchesnay, E. (Edouard), Elvsåshagen, T. (Torbjørn), Emden, D. (Daniel), Eyler, L.T. (Lisa T.), Fatjó-Vilas, M. (Mar), Favre, P. (Pauline), Foley, S.F. (Sonya F.), Fullerton, J.M. (Janice M.), Glahn, D.C. (David), Goikolea, J.M. (Jose M.), Grotegerd, D. (Dominik), Hahn, T. (Tim), Henry, C. (C.), Hibar, D.P. (Derrek P.), Houenou, J. (Josselin), Howells, F.M. (Fleur M.), Jahanshad, N. (Neda), Kaufmann, T. (Tobias), Kenney, J. (Joanne), Kircher, T.T.J. (Tilo T. J.), Krug, A. (Axel), Lagerberg, T.V. (Trine V.), Lenroot, R.K. (Rhoshel), López-Jaramillo, C. (Carlos), Machado-Vieira, R. (Rodrigo), Malt, U.F. (Ulrik), McDonald, C. (Colm), Mitchell, P.B. (Philip B.), Mwangi, B. (Benson), Nabulsi, L. (Leila), Opel, N. (Nils), Overs, B.J. (Bronwyn J.), Pineda-Zapata, J.A. (Julian A.), Pomarol-Clotet, E. (Edith), Redlich, R. (Ronny), Roberts, G. (Gloria), Rosa, P.G. (Pedro G.), Salvador, R. (Raymond), Satterthwaite, T.D. (Theodore), Soares, J.C. (Jair C.), Stein, D.J. (Dan), Temmingh, H.S. (Henk S.), Trappenberg, T. (Thomas), Uhlmann, A. (Anne), van Haren, N.E.M. (Neeltje E. M.), Vieta, E. (Eduard), Westlye, L.T. (Lars), Wolf, D.H. (Daniel H.), Yüksel, D. (Dilara), Zanetti, M.V. (Marcus V.), Andreassen, O.A. (Ole), Thompson, P.M. (Paul), and Hajek, T. (Tomas)
Abstract: Bipolar disorders (BDs) are among the leading causes of morbidity and disability. Objective biological markers, such as those based on brain imaging, could aid in clinical management of BD. Machine learning (ML) brings neuroimaging analyses to individual subject level and may potentially allow for their diagnostic use. However, fair and optimal application of ML requires large, multi-site datasets. We applied ML (support vector machines) to MRI data (regional cortical thickness, surface area, subcortical volumes) from 853 BD and 2167 control participants from 13 cohorts in the ENIGMA consortium. We attempted to differentiate BD from control participants, investigated different data handling strategies and studied the neuroimaging/clinical features most important for classification. Individual site accuracies ranged from 45.23% to 81.07%. Aggregate subject-level analyses yielded the highest accuracy (65.23%, 95% CI = 63.47–67.00, ROC-AUC = 71.49%, 95% CI = 69.39–73.59), followed by leave-one-site-out cross-validation (accuracy = 58.67%, 95% CI = 56.70–60.63). Meta-analysis of individual site accuracies did not provide above chance results. There was substantial agreement between the regions that contributed to identification of BD participants in the best performing site and in the aggregate dataset (Cohen’s Kappa = 0.83, 95% CI = 0.829–0.831). Treatment with anticonvulsants and age were associated with greater odds of correct classification. Although short of the 80% clinically relevant accuracy threshold, the resul
Published: 2018
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7. Cortical Brain Abnormalities in 4474 Individuals With Schizophrenia and 5098 Control Subjects via the Enhancing Neuro Imaging Genetics Through Meta Analysis (ENIGMA) Consortium

Author: Erp, T.G.M. (Theo G.) van, Walton, E. (Esther), Hibar, D.P. (Derrek P.), Schmaal, L. (Lianne), Jiang, W. (Wenhao), Glahn, D.C. (David), Pearlson, G. (Godfrey), Yao, N. (Nailin), Fukunaga, M. (Masaki), Hashimoto, R. (Ryota), Okada, N. (Naohiro), Yamamori, H. (Hidenaga), Bustillo, J., Clark, V.P., Agartz, I. (Ingrid), Mueller, B.A. (Bryon ), Cahn, W. (Wiepke), de Zwarte, S.M.C. (Sonja M.C.), Hulshoff Pol, H.E. (Hilleke), Kahn, R. (René), Ophoff, R.A. (Roel), van Haren, N.E.M. (Neeltje E.M.), Andreassen, O.A. (Ole), Dale, A.M. (Anders), Doan, N.T. (Nhat Trung), Gurholt, T.P. (Tiril P.), Hartberg, C.B. (Cecilie B.), Haukvik, U.K. (Unn), Jørgensen, K.N. (Kjetil N.), Lagerberg, T.V. (Trine V.), Melle, I. (Ingrid), Westlye, L.T. (Lars), Gruber, O. (Oliver), Kraemer, B. (Bernd), Richter, A. (Anja), Zilles, D. (David), Calhoun, V.D. (Vince), Crespo-Facorro, B. (Benedicto), Roiz-Santiañez, R. (Roberto), Tordesillas-Gutierrez, D. (Diana), Loughland, C.M. (Carmel), Carr, V.J. (Vaughan J.), Catts, S.V. (Stanley), Cropley, V.L. (Vanessa L.), Fullerton, J.M. (Janice M.), Green, M.J. (Melissa J.), Henskens, F.A. (Frans), Jablensky, A. (Assen), Lenroot, R.K. (Rhoshel), Mowry, B.J. (Bryan J), Michie, P.T. (Patricia), Pantelis, C. (Christos), Quidé, Y. (Yann), Schall, J.D. (Jeffrey), Scott, R.J. (Rodney J.), Cairns, M.J. (Murray J.), Seal, M. (Marc), Tooney, P.A. (Paul A.), Rasser, P.E. (Paul E.), Cooper, G. (Gavin), Shannon Weickert, C. (Cynthia), Weickert, T.W. (Thomas W.), Morris, D.W. (Derek W), Hong, E. (Elliot), Kochunov, P. (Peter), Beard, L.M. (Lauren M.), Gur, R.E. (Raquel), Gur, R.C. (Ruben C.), Satterthwaite, T.D. (Theodore), Wolf, D.H. (Daniel H.), Belger, A. (Aysenil), Brown, G.G. (Gregory G.), Ford, J.M. (Judith M.), Macciardi, F. (Fabio), Mathalon, D.H. (Daniel H.), O'Leary, D.S. (Daniel S.), Potkin, S.G. (Steven), Preda, A. (Adrian), Voyvodic, J. (James), Lim, K.O. (Kelvin), McEwen, S. (Sarah), Yang, F. (Fude), Tan, Y. (Yunlong), Tan, S. (Shuping), Wang, Z. (Zhiren), Fan, F. (Fengmei), Chen, J. (Jingxu), Xiang, H. (Hong), Tang, S. (Shiyou), Guo, H. (Hua), Wan, P. (Ping), Wei, D. (Dong), Bockholt, H.J., Ehrlich, S.M. (Stefan), Wolthusen, R.P.F. (Rick P.F.), King, M.D. (Margaret D.), Shoemaker, J.M. (Jody M.), Sponheim, S.R. (Scott), Haan, L. (Lieuwe) de, Koenders, L. (Laura), Machielsen, M.W.J. (Marise), Amelsvoort, T.A.M.J. (Therese) van, Veltman, D.J. (Dick), Assogna, F. (Francesca), Banaj, N. (Nerisa), de Rossi, P. (Pietro), Iorio, M. (Mariangela), Piras, F. (Fabrizio), Spalletta, G. (Gianfranco), McKenna, P.J. (Peter J.), Pomarol-Clotet, E. (Edith), Salvador, R. (Raymond), Corvin, A. (Aiden), Donohoe, D.J. (Dennis), Kelly, S. (Sinead), Whelan, C.D. (Christopher), Dickie, E.W. (Erin W.), Rotenberg, D. (David), Voineskos, A.N. (Aristotle N.), Ciufolini, S. (Simone), Radua, J. (Joaquim), Dazzan, P. (Paola), Murray, R. (Robin), Reis Marques, T. (Tiago), Simmons, A. (Andrew), Borgwardt, S. (Stefan), Egloff, L. (Laura), Harrisberger, F. (Fabienne), Riecher-Rössler, A. (Anita), Smieskova, R. (Renata), Alpert, K. (Kathryn), Wang, L. (Lei), Jönsson, E.G. (Erik), Koops, S. (Sanne), Sommer, I.E.C. (Iris E.C.), Bertolino, A. (Alessandro), Bonvino, A. (Aurora), Di Giorgio, A. (Annabella), Neilson, E. (Emma), Mayer, A.R. (Andrew R.), Stephen, J.M. (Julia M.), Kwon, J.S. (Jun Soo), Yun, J.-Y. (Je-Yeon), Cannon, D.M. (Dara), McDonald, C. (Colm), Lebedeva, I. (Irina), Tomyshev, A.S. (Alexander S.), Akhadov, T. (Tolibjohn), Kaleda, V. (Vasily), Fatouros-Bergman, H. (Helena), Flyckt, L. (Lena), Farde, L. (Lars), Engberg, G. (Göran), Erhardt, S. (Sophie), Cervenka, S. (Simon), Schwieler, L. (Lilly), Piehl, F. (Fredrik), Collste, K. (Karin), Victorsson, P. (Pauliina), Malmqvist, A. (Anna), Hedberg, M. (Mikael), Orhan, F. (Funda), Busatto, G.F. (Geraldo F.), Rosa, P.G.P. (Pedro G.P.), Serpa, M.H. (Mauricio H.), Zanetti, M.V. (Marcus V.), Hoschl, C. (Cyril), Skoch, A. (Antonin), Spaniel, F. (Filip), Tomecek, D. (David), Hagenaars, S. (Saskia), McIntosh, A.M. (Andrew), Whalley, H.C. (Heather C.), Lawrie, S. (Stephen), Knöchel, C. (Christian), Oertel-Knöchel, V. (Viola), Stäblein, M. (Michael), Howells, F.M. (Fleur M.), Stein, D.J. (Dan), Temmingh, H.S. (Henk S.), Uhlmann, A. (Anne), Lopez-Jaramillo, C. (Carlos), Dima, D. (Danai), McMahon, A. (Agnes), Faskowitz, J.I. (Joshua I.), Gutman, B.A. (Boris A.), Jahanshad, N. (Neda), Thompson, P.M. (Paul), Turner, J. (Jessica), Erp, T.G.M. (Theo G.) van, Walton, E. (Esther), Hibar, D.P. (Derrek P.), Schmaal, L. (Lianne), Jiang, W. (Wenhao), Glahn, D.C. (David), Pearlson, G. (Godfrey), Yao, N. (Nailin), Fukunaga, M. (Masaki), Hashimoto, R. (Ryota), Okada, N. (Naohiro), Yamamori, H. (Hidenaga), Bustillo, J., Clark, V.P., Agartz, I. (Ingrid), Mueller, B.A. (Bryon ), Cahn, W. (Wiepke), de Zwarte, S.M.C. (Sonja M.C.), Hulshoff Pol, H.E. (Hilleke), Kahn, R. (René), Ophoff, R.A. (Roel), van Haren, N.E.M. (Neeltje E.M.), Andreassen, O.A. (Ole), Dale, A.M. (Anders), Doan, N.T. (Nhat Trung), Gurholt, T.P. (Tiril P.), Hartberg, C.B. (Cecilie B.), Haukvik, U.K. (Unn), Jørgensen, K.N. (Kjetil N.), Lagerberg, T.V. (Trine V.), Melle, I. (Ingrid), Westlye, L.T. (Lars), Gruber, O. (Oliver), Kraemer, B. (Bernd), Richter, A. (Anja), Zilles, D. (David), Calhoun, V.D. (Vince), Crespo-Facorro, B. (Benedicto), Roiz-Santiañez, R. (Roberto), Tordesillas-Gutierrez, D. (Diana), Loughland, C.M. (Carmel), Carr, V.J. (Vaughan J.), Catts, S.V. (Stanley), Cropley, V.L. (Vanessa L.), Fullerton, J.M. (Janice M.), Green, M.J. (Melissa J.), Henskens, F.A. (Frans), Jablensky, A. (Assen), Lenroot, R.K. (Rhoshel), Mowry, B.J. (Bryan J), Michie, P.T. (Patricia), Pantelis, C. (Christos), Quidé, Y. (Yann), Schall, J.D. (Jeffrey), Scott, R.J. (Rodney J.), Cairns, M.J. (Murray J.), Seal, M. (Marc), Tooney, P.A. (Paul A.), Rasser, P.E. (Paul E.), Cooper, G. (Gavin), Shannon Weickert, C. (Cynthia), Weickert, T.W. (Thomas W.), Morris, D.W. (Derek W), Hong, E. (Elliot), Kochunov, P. (Peter), Beard, L.M. (Lauren M.), Gur, R.E. (Raquel), Gur, R.C. (Ruben C.), Satterthwaite, T.D. (Theodore), Wolf, D.H. (Daniel H.), Belger, A. (Aysenil), Brown, G.G. (Gregory G.), Ford, J.M. (Judith M.), Macciardi, F. (Fabio), Mathalon, D.H. (Daniel H.), O'Leary, D.S. (Daniel S.), Potkin, S.G. (Steven), Preda, A. (Adrian), Voyvodic, J. (James), Lim, K.O. (Kelvin), McEwen, S. (Sarah), Yang, F. (Fude), Tan, Y. (Yunlong), Tan, S. (Shuping), Wang, Z. (Zhiren), Fan, F. (Fengmei), Chen, J. (Jingxu), Xiang, H. (Hong), Tang, S. (Shiyou), Guo, H. (Hua), Wan, P. (Ping), Wei, D. (Dong), Bockholt, H.J., Ehrlich, S.M. (Stefan), Wolthusen, R.P.F. (Rick P.F.), King, M.D. (Margaret D.), Shoemaker, J.M. (Jody M.), Sponheim, S.R. (Scott), Haan, L. (Lieuwe) de, Koenders, L. (Laura), Machielsen, M.W.J. (Marise), Amelsvoort, T.A.M.J. (Therese) van, Veltman, D.J. (Dick), Assogna, F. (Francesca), Banaj, N. (Nerisa), de Rossi, P. (Pietro), Iorio, M. (Mariangela), Piras, F. (Fabrizio), Spalletta, G. (Gianfranco), McKenna, P.J. (Peter J.), Pomarol-Clotet, E. (Edith), Salvador, R. (Raymond), Corvin, A. (Aiden), Donohoe, D.J. (Dennis), Kelly, S. (Sinead), Whelan, C.D. (Christopher), Dickie, E.W. (Erin W.), Rotenberg, D. (David), Voineskos, A.N. (Aristotle N.), Ciufolini, S. (Simone), Radua, J. (Joaquim), Dazzan, P. (Paola), Murray, R. (Robin), Reis Marques, T. (Tiago), Simmons, A. (Andrew), Borgwardt, S. (Stefan), Egloff, L. (Laura), Harrisberger, F. (Fabienne), Riecher-Rössler, A. (Anita), Smieskova, R. (Renata), Alpert, K. (Kathryn), Wang, L. (Lei), Jönsson, E.G. (Erik), Koops, S. (Sanne), Sommer, I.E.C. (Iris E.C.), Bertolino, A. (Alessandro), Bonvino, A. (Aurora), Di Giorgio, A. (Annabella), Neilson, E. (Emma), Mayer, A.R. (Andrew R.), Stephen, J.M. (Julia M.), Kwon, J.S. (Jun Soo), Yun, J.-Y. (Je-Yeon), Cannon, D.M. (Dara), McDonald, C. (Colm), Lebedeva, I. (Irina), Tomyshev, A.S. (Alexander S.), Akhadov, T. (Tolibjohn), Kaleda, V. (Vasily), Fatouros-Bergman, H. (Helena), Flyckt, L. (Lena), Farde, L. (Lars), Engberg, G. (Göran), Erhardt, S. (Sophie), Cervenka, S. (Simon), Schwieler, L. (Lilly), Piehl, F. (Fredrik), Collste, K. (Karin), Victorsson, P. (Pauliina), Malmqvist, A. (Anna), Hedberg, M. (Mikael), Orhan, F. (Funda), Busatto, G.F. (Geraldo F.), Rosa, P.G.P. (Pedro G.P.), Serpa, M.H. (Mauricio H.), Zanetti, M.V. (Marcus V.), Hoschl, C. (Cyril), Skoch, A. (Antonin), Spaniel, F. (Filip), Tomecek, D. (David), Hagenaars, S. (Saskia), McIntosh, A.M. (Andrew), Whalley, H.C. (Heather C.), Lawrie, S. (Stephen), Knöchel, C. (Christian), Oertel-Knöchel, V. (Viola), Stäblein, M. (Michael), Howells, F.M. (Fleur M.), Stein, D.J. (Dan), Temmingh, H.S. (Henk S.), Uhlmann, A. (Anne), Lopez-Jaramillo, C. (Carlos), Dima, D. (Danai), McMahon, A. (Agnes), Faskowitz, J.I. (Joshua I.), Gutman, B.A. (Boris A.), Jahanshad, N. (Neda), Thompson, P.M. (Paul), and Turner, J. (Jessica)
Abstract: Background: The profile of cortical neuroanatomical abnormalities in schizophrenia is not fully understood, despite hundreds of published structural brain imaging studies. This
Published: 2018
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8. Study of 300,486 individuals identifies 148 independent genetic loci influencing general cognitive function

Author: Davies, G. (Gail), Lam, M. (Max), Harris, S.E. (Sarah), Trampush, J.W. (Joey W.), Luciano, M. (Michelle), Hill, W.D. (W. David), Hagenaars, S. (Saskia), Ritchie, S.J. (Stuart J.), Marioni, R.E. (Riccardo), Fawns-Ritchie, C., Liewald, D.C.M. (David C. M.), Okely, J.A. (Judith A.), Ahola-Olli, A.V. (Ari V.), Barnes, C.L.K. (Catriona L. K.), Bertram, L. (Lars), Bis, J.C. (Joshua), Burdick, K.E. (Katherine E.), Christoforou, A. (Andrea), Derosse, P. (Pamela), Djurovic, S. (Srdjan), Espeseth, T. (Thomas), Giakoumaki, S. (Stella), Giddaluru, S. (Sudheer), Gustavson, D.E. (Daniel E.), Hayward, C. (Caroline), Hofer, E. (Edith), Ikram, M.A. (Arfan), Karlsson, R. (Robert), Knowles, E. (Emma), Lahti, J. (Jari), Leber, I. (Isabelle), Li, S. (Shuo), Mather, R., Melle, I. (Ingrid), Morris, D. (Derek), Oldmeadow, C. (Christopher), Palviainen, T. (Teemu), Payton, A. (Antony), Pazoki, R. (Raha), Petrovic, K. (Katja), Reynolds, C.A. (C.), Sargurupremraj, M. (Muralidharan), Scholz, M. (Markus), Smith, J.A. (Jennifer A), Smith, A.V. (Albert), Terzikhan, N. (Natalie), Thalamuthu, A. (Anbupalam), Trompet, S. (Stella), Lee, S.J. (Sven) van der, Ware, E.B. (Erin B.), Windham, B.G. (Gwen), Wright, M.J. (Margaret J.), Yang, J. (Jingyun), Yu, J. (Jin), Ames, D.J. (David), Amin, N. (Najaf), Amouyel, P. (Philippe), Andreassen, O.A. (Ole), Armstrong, N.J. (Nicola J.), Assareh, A.A., Attia, J. (John), Attix, D. (Deborah), Avramopoulos, D. (Dimitrios), Bennett, D.A. (David), Böhmer, M.R. (Marcel), Boyle, P.A. (Patricia A.), Brodaty, H. (Henry), Campbell, H. (Harry), Cannon, T.D. (Tyrone D.), Cirulli, E.T. (Elizabeth T.), Congdon, E. (Eliza), Conley, E.D. (Emily Drabant), Corley, J. (Janie), Cox, S.R. (Simon R.), Dale, A.M. (Anders), Dehghan, A. (Abbas), Dick, D. (Danielle), Dickinson, D. (Dwight), Hagen, K. (Knut), Evangelou, E. (Evangelos), Faul, J.D. (Jessica D.), Ford, I. (Ian), Freimer, N.A. (Nelson A.), Gao, H. (He), Giegling, I. (Ina), Gillespie, N.A. (Nathan A.), Gordon, S.D. (Scott D.), Gottesman, R.F. (Rebecca), Griswold, M.D. (Michael), Gudnason, V. (Vilmundur), Harris, T.B. (Tamara), Hartmann, A.M. (Annette M), Hatzimanolis, A. (Alex), Heiss, G. (Gerardo), Holliday, E.G. (Elizabeth), Joshi, P.K. (Peter), Kähönen, M. (Mika), Kardia, S.L.R. (Sharon L. R.), Karlsson, I. (Ida), Kleineidam, L. (Luca), Knopman, D.S. (David), Kochan, N.A. (Nicole A.), Konte, B. (Bettina), Kwok, J.B.J. (John), Le Hellard, S. (Stephanie), Lee, T. (Teresa), Lehtimäki, T. (Terho), Li, S.-C. (Shu-Chen), Liu, T. (Tian), Koini, M. (Marisa), London, E. (Edythe), Longstreth Jr, W.T., Lopez, O.L. (Oscar), Loukola, A. (Anu), Luck, T. (Tobias), Lundervold, A.J. (Astri), Lundquist, A. (Anders), Lyytikäinen, L.-P. (Leo-Pekka), Martin, N.G. (Nicholas), Montgomery, G.W. (Grant W.), Murray, A.D. (Alison D.), Need, A.C. (Anna C.), Noordam, R. (Raymond), Nyberg, L. (Lisa), Ollier, W.E.R. (William), Papenberg, G., Pattie, A. (Alison), Polasek, O. (Ozren), Poldrack, R.A. (Russell A.), Psaty, B.M. (Bruce M.), Reppermund, S., Riedel-Heller, S. (Steffi), Rose, R.J. (Richard), Rotter, J.I. (Jerome I.), Roussos, A. (Alexandra), Rovio, S.P. (Suvi P.), Saba, Y. (Yasaman), Sabb, F.W. (Fred W.), Sachdev, P.S. (Perminder), Satizabal, C.L. (Claudia), Schmid, M. (Matthias), Scott, R.J. (Rodney J.), Scult, M.A. (Matthew A.), Simino, J. (Jeannette), Slagboom, P.E. (Eline), Smyrnis, N. (Nikolaos), Soumaré, A. (Aicha), Stefanis, N.C. (Nikos C.), Stott, D.J. (David. J.), Straub, R.E. (Richard), Sundet, K. (Kjetil), Taylor, A.M. (Adele M.), Taylor, K.D. (Kent), Tzoulaki, I., Tzourio, C. (Christophe), Uitterlinden, A.G. (André), Vitart, V. (Veronique), Voineskos, A.N. (Aristotle N.), Kaprio, J. (Jaakko), Wagner, M. (Michael), Wagner, H. (Hermann), Weinhold, L. (Leonie), Wen, K.H. (K. Hoyan), Widen, E., Yang, Q. (Qiong Fang), Zhao, W. (Wei), Adams, H.H.H. (Hieab), Arking, D.E. (Dan), Bilder, R.M. (Robert M.), Bitsios, P. (Panos), Boerwinkle, E. (Eric), Chiba-Falek, O. (Ornit), Corvin, A. (Aiden), Jager, P.L. (Philip) de, Debette, S. (Stéphanie), Donohoe, D.J. (Dennis), Elliott, P. (Paul), Fitzpatrick, A.L. (Annette), Gill, M. (Michael), Glahn, D.C. (David), Hägg, S. (Sara), Hansell, N.K. (Narelle), Hariri, A.R. (Ahmad), Ikram, M.K. (Kamran), Jukema, J.W. (Jan Wouter), Vuoksimaa, E. (Eero), Keller, M.C. (Matthew C), Kremen, W.S. (William S.), Launer, L.J. (Lenore), Lindenberger, U. (Ulman), Palotie, A. (Aarno), Pedersen, N.L. (Nancy), Pendleton, N. (Neil), Porteous, D.J. (David J.), Räikkönen, K. (Katri), Raitakari, O.T. (Olli T.), Ramirez, A. (Alfredo), Reinvang, I. (Ivar), Rudan, I. (Igor), Rujescu, D. (Dan), Schmidt, R. (Reinhold), Schmidt, H. (Helena), Schofield, P.W. (Peter W.), Schofield, C.J. (Christopher), Starr, J.M. (John), Steen, V.M. (Vidar), Trollor, J., Turner, S.T. (Steven T.), Duijn, C.M. (Cornelia) van, Villringer, A. (Arno), Weinberger, D.R. (Daniel), Weir, D.R. (David R.), Wilson, J.F. (James F.), Malhotra, A.K. (Anil K), McIntosh, A.M. (Andrew), Gale, C.R. (Catharine R.), Seshadri, S. (Sudha), Mosley, T.H. (Thomas H.), Bressler, J. (Jan), Lencz, T. (Todd), Deary, I.J. (Ian), Davies, G. (Gail), Lam, M. (Max), Harris, S.E. (Sarah), Trampush, J.W. (Joey W.), Luciano, M. (Michelle), Hill, W.D. (W. David), Hagenaars, S. (Saskia), Ritchie, S.J. (Stuart J.), Marioni, R.E. (Riccardo), Fawns-Ritchie, C., Liewald, D.C.M. (David C. M.), Okely, J.A. (Judith A.), Ahola-Olli, A.V. (Ari V.), Barnes, C.L.K. (Catriona L. K.), Bertram, L. (Lars), Bis, J.C. (Joshua), Burdick, K.E. (Katherine E.), Christoforou, A. (Andrea), Derosse, P. (Pamela), Djurovic, S. (Srdjan), Espeseth, T. (Thomas), Giakoumaki, S. (Stella), Giddaluru, S. (Sudheer), Gustavson, D.E. (Daniel E.), Hayward, C. (Caroline), Hofer, E. (Edith), Ikram, M.A. (Arfan), Karlsson, R. (Robert), Knowles, E. (Emma), Lahti, J. (Jari), Leber, I. (Isabelle), Li, S. (Shuo), Mather, R., Melle, I. (Ingrid), Morris, D. (Derek), Oldmeadow, C. (Christopher), Palviainen, T. (Teemu), Payton, A. (Antony), Pazoki, R. (Raha), Petrovic, K. (Katja), Reynolds, C.A. (C.), Sargurupremraj, M. (Muralidharan), Scholz, M. (Markus), Smith, J.A. (Jennifer A), Smith, A.V. (Albert), Terzikhan, N. (Natalie), Thalamuthu, A. (Anbupalam), Trompet, S. (Stella), Lee, S.J. (Sven) van der, Ware, E.B. (Erin B.), Windham, B.G. (Gwen), Wright, M.J. (Margaret J.), Yang, J. (Jingyun), Yu, J. (Jin), Ames, D.J. (David), Amin, N. (Najaf), Amouyel, P. (Philippe), Andreassen, O.A. (Ole), Armstrong, N.J. (Nicola J.), Assareh, A.A., Attia, J. (John), Attix, D. (Deborah), Avramopoulos, D. (Dimitrios), Bennett, D.A. (David), Böhmer, M.R. (Marcel), Boyle, P.A. (Patricia A.), Brodaty, H. (Henry), Campbell, H. (Harry), Cannon, T.D. (Tyrone D.), Cirulli, E.T. (Elizabeth T.), Congdon, E. (Eliza), Conley, E.D. (Emily Drabant), Corley, J. (Janie), Cox, S.R. (Simon R.), Dale, A.M. (Anders), Dehghan, A. (Abbas), Dick, D. (Danielle), Dickinson, D. (Dwight), Hagen, K. (Knut), Evangelou, E. (Evangelos), Faul, J.D. (Jessica D.), Ford, I. (Ian), Freimer, N.A. (Nelson A.), Gao, H. (He), Giegling, I. (Ina), Gillespie, N.A. (Nathan A.), Gordon, S.D. (Scott D.), Gottesman, R.F. (Rebecca), Griswold, M.D. (Michael), Gudnason, V. (Vilmundur), Harris, T.B. (Tamara), Hartmann, A.M. (Annette M), Hatzimanolis, A. (Alex), Heiss, G. (Gerardo), Holliday, E.G. (Elizabeth), Joshi, P.K. (Peter), Kähönen, M. (Mika), Kardia, S.L.R. (Sharon L. R.), Karlsson, I. (Ida), Kleineidam, L. (Luca), Knopman, D.S. (David), Kochan, N.A. (Nicole A.), Konte, B. (Bettina), Kwok, J.B.J. (John), Le Hellard, S. (Stephanie), Lee, T. (Teresa), Lehtimäki, T. (Terho), Li, S.-C. (Shu-Chen), Liu, T. (Tian), Koini, M. (Marisa), London, E. (Edythe), Longstreth Jr, W.T., Lopez, O.L. (Oscar), Loukola, A. (Anu), Luck, T. (Tobias), Lundervold, A.J. (Astri), Lundquist, A. (Anders), Lyytikäinen, L.-P. (Leo-Pekka), Martin, N.G. (Nicholas), Montgomery, G.W. (Grant W.), Murray, A.D. (Alison D.), Need, A.C. (Anna C.), Noordam, R. (Raymond), Nyberg, L. (Lisa), Ollier, W.E.R. (William), Papenberg, G., Pattie, A. (Alison), Polasek, O. (Ozren), Poldrack, R.A. (Russell A.), Psaty, B.M. (Bruce M.), Reppermund, S., Riedel-Heller, S. (Steffi), Rose, R.J. (Richard), Rotter, J.I. (Jerome I.), Roussos, A. (Alexandra), Rovio, S.P. (Suvi P.), Saba, Y. (Yasaman), Sabb, F.W. (Fred W.), Sachdev, P.S. (Perminder), Satizabal, C.L. (Claudia), Schmid, M. (Matthias), Scott, R.J. (Rodney J.), Scult, M.A. (Matthew A.), Simino, J. (Jeannette), Slagboom, P.E. (Eline), Smyrnis, N. (Nikolaos), Soumaré, A. (Aicha), Stefanis, N.C. (Nikos C.), Stott, D.J. (David. J.), Straub, R.E. (Richard), Sundet, K. (Kjetil), Taylor, A.M. (Adele M.), Taylor, K.D. (Kent), Tzoulaki, I., Tzourio, C. (Christophe), Uitterlinden, A.G. (André), Vitart, V. (Veronique), Voineskos, A.N. (Aristotle N.), Kaprio, J. (Jaakko), Wagner, M. (Michael), Wagner, H. (Hermann), Weinhold, L. (Leonie), Wen, K.H. (K. Hoyan), Widen, E., Yang, Q. (Qiong Fang), Zhao, W. (Wei), Adams, H.H.H. (Hieab), Arking, D.E. (Dan), Bilder, R.M. (Robert M.), Bitsios, P. (Panos), Boerwinkle, E. (Eric), Chiba-Falek, O. (Ornit), Corvin, A. (Aiden), Jager, P.L. (Philip) de, Debette, S. (Stéphanie), Donohoe, D.J. (Dennis), Elliott, P. (Paul), Fitzpatrick, A.L. (Annette), Gill, M. (Michael), Glahn, D.C. (David), Hägg, S. (Sara), Hansell, N.K. (Narelle), Hariri, A.R. (Ahmad), Ikram, M.K. (Kamran), Jukema, J.W. (Jan Wouter), Vuoksimaa, E. (Eero), Keller, M.C. (Matthew C), Kremen, W.S. (William S.), Launer, L.J. (Lenore), Lindenberger, U. (Ulman), Palotie, A. (Aarno), Pedersen, N.L. (Nancy), Pendleton, N. (Neil), Porteous, D.J. (David J.), Räikkönen, K. (Katri), Raitakari, O.T. (Olli T.), Ramirez, A. (Alfredo), Reinvang, I. (Ivar), Rudan, I. (Igor), Rujescu, D. (Dan), Schmidt, R. (Reinhold), Schmidt, H. (Helena), Schofield, P.W. (Peter W.), Schofield, C.J. (Christopher), Starr, J.M. (John), Steen, V.M. (Vidar), Trollor, J., Turner, S.T. (Steven T.), Duijn, C.M. (Cornelia) van, Villringer, A. (Arno), Weinberger, D.R. (Daniel), Weir, D.R. (David R.), Wilson, J.F. (James F.), Malhotra, A.K. (Anil K), McIntosh, A.M. (Andrew), Gale, C.R. (Catharine R.), Seshadri, S. (Sudha), Mosley, T.H. (Thomas H.), Bressler, J. (Jan), Lencz, T. (Todd), and Deary, I.J. (Ian)
Abstract: General cognitive function is a prominent and relatively stable human trait that is associated with many important life outcomes. We combine cognitive and genetic data from the CHARGE and COGENT consortia, and UK Biobank (total N = 300,486; age 16-102) and find 148 genome-wide significant independent loci (P < 5 × 10-8) associated with general cognitive function. Within the novel genetic loci are variants associated with neurodegenerative and neurodevelopmental disorders, physical and psychiatric illnesses, and brain structure. Gene-based analyses find 709 genes associated with general cognitive function. Expression levels across the c
Published: 2018
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9. Novel genetic loci associated with hippocampal volume

Author: Hibar, D.P. (Derrek), Adams, H.H.H. (Hieab), Jahanshad, N. (Neda), Chauhan, G. (Ganesh), Stein, J.L., Hofer, E. (Edith), Rentería, M.E. (Miguel), Bis, J.C. (Joshua), Arias-Vásquez, A. (Alejandro), Ikram, M.K. (M. Kamran), Desrivières, S. (Sylvane), Vernooij, M.W. (Meike), Abramovic, L. (Lucija), Alhusaini, S. (Saud), Amin, N. (Najaf), Andersson, M. (Micael), Arfanakis, K. (Konstantinos), Aribisala, B. (Benjamin), Armstrong, N.J. (Nicola J.), Athanasiu, L. (Lavinia), Axelsson, T. (Tomas), Beecham, A.H. (Ashley), Beiser, A. (Alexa), Bernard, M. (Manon), Blanton, S.H. (Susan H.), Bohlken, M.M. (Marc M.), Boks, M.P.M. (Marco), Bralten, L.B.C. (Linda), Brickman, A.M. (Adam M.), Carmichael, O. (Owen), Chakravarty, M.M. (M. Mallar), Chen, Q. (Qiang), Ching, C.R.K. (Christopher), Chouraki, V. (Vincent), Cuellar-Partida, G. (Gabriel), Crivello, F. (Fabrice), Braber, A. (Anouk) den, Doan, N.T. (Nhat Trung), Ehrlich, S.M. (Stefan), Giddaluru, S. (Sudheer), Goldman, A.L. (Aaron L.), Gottesman, R.F. (Rebecca), Grimm, O. (Oliver), Griswold, M.D. (Michael), Guadalupe, T. (Tulio), Gutman, B.A. (Boris A.), Hass, J. (Johanna), Haukvik, U.K. (Unn), Hoehn, D. (David), Holmes, A.J. (Avram), Hoogman, M. (Martine), Janowitz, D. (Deborah), Jia, T. (Tianye), Jørgensen, K.N. (Kjetil N.), Karbalai, N. (Nazanin), Kasperaviciute, D. (Dalia), Kim, S. (Shinseog), Klein, M. (Marieke), Kraemer, B. (Bernd), Lee, P.H. (Phil), Liewald, D.C.M. (David), Lopez, L.M. (Lorna), Luciano, M. (Michelle), MacAre, C. (Christine), Marquand, A.F. (Andre F.), Matarin, M. (Mar), Mather, R., Mattheisen, M. (Manuel), McKay, D.R. (David R.), Milaneschi, Y. (Yuri), Muñoz Maniega, S. (Susana), Nho, K. (Kwangsik), Nugent, A.C. (Allison), Nyquist, P. (Paul), Loohuis, L.M.O. (Loes M. Olde), Oosterlaan, J. (Jaap), Papmeyer, M. (Martina), Pirpamer, L. (Lukas), Pütz, B. (Benno), Ramasamy, A. (Adaikalavan), Richards, J.S. (Jennifer S.), Risacher, S.L. (Shannon), Roiz-Santiañez, R. (Roberto), Rommelse, N. (Nanda), Ropele, S. (Stefan), Rose, E.J. (Emma), Royle, N.A. (Natalie), Rundek, T. (Tatjana), Sämann, P.G. (Philipp), Saremi, A. (Arvin), Satizabal, C.L. (Claudia), Schmaal, L. (Lianne), Schork, N.J. (Nicholas), Shen, L. (Li), Shin, J. (Jean), Shumskaya, E. (Elena), Smith, A.V. (Albert Vernon), Sprooten, R. (Roy), Strike, L.T. (Lachlan), Teumer, A. (Alexander), Tordesillas-Gutierrez, D. (Diana), Toro, R. (Roberto), Trabzuni, D. (Danyah), Trompet, S. (Stella), Vaidya, D. (Dhananjay), van der Grond, J. (Jeroen), Lee, S.J. (Sven) van der, Van Der Meer, D. (Dennis), Van Donkelaar, M.M.J. (Marjolein M. J.), Eijk, K.R. (Kristel) van, Erp, T.G.M. (Theo G.) van, Van Rooij, D. (Daan), Walton, E. (Esther), Westlye, L.T. (Lars), Whelan, C.D. (Christopher), Windham, B.G. (Gwen), Winkler, A.M. (Anderson), Wittfeld, K. (Katharina), Woldehawariat, G. (Girma), Björnsson, A. (Asgeir), Wolfers, T. (Thomas), Yanek, L.R. (Lisa), Yang, J. (Jingyun), Zijdenbos, A.P., Zwiers, M.P. (Marcel), Agartz, I. (Ingrid), Almasy, L. (Laura), Ames, D.J. (David), Amouyel, P. (Philippe), Andreassen, O.A. (Ole), Arepalli, S. (Sampath), Assareh, A.A., Barral, S. (Sandra), Bastin, M.E. (Mark), Becker, D.M. (Diane M.), Becker, J.T. (James), Bennett, D.A. (David A.), Blangero, J. (John), Bokhoven, H. (Hans) van, Boomsma, D.I. (Dorret), Brodaty, H. (Henry), Brouwer, R.M. (Rachel), Brunner, H.G., Buckner, M., Buitelaar, J.K. (Jan), Bulayeva, K. (Kazima), Cahn, W. (Wiepke), Calhoun, V.D. (Vince), Cannon, D.M. (Dara), Cavalleri, G. (Gianpiero), Cheng, C.-Y. (Ching-Yu), Cichon, S. (Sven), Cookson, M.R. (Mark), Corvin, A. (Aiden), Crespo-Facorro, B. (Benedicto), Curran, J.E. (Joanne), Czisch, M. (Michael), Dale, A.M. (Anders), Davies, G.E. (Gareth), Craen, A.J. (Anton) de, Geus, E.J.C. (Eco) de, Jager, P.L. (Philip) de, Zubicaray, G.I. (Greig) de, Deary, I.J. (Ian), Debette, S. (Stéphanie), DeCarli, C. (Charles), Delanty, N., Depondt, C. (Chantal), DeStefano, A.L. (Anita), Dillman, A. (Allissa), Djurovic, S. (Srdjan), Donohoe, D.J. (Dennis), Drevets, D.A. (Douglas), Duggirala, R. (Ravi), Dyer, M.D. (Matthew), Enzinger, C. (Christian), Erk, S., Espeseth, T. (Thomas), Fedko, I.O. (Iryna O.), Fernández, G. (Guillén), Ferrucci, L. (Luigi), Fisher, S.E. (Simon), Fleischman, D. (Debra), Ford, I. (Ian), Fornage, M. (Myriam), Foroud, T. (Tatiana), Fox, P.T. (Peter), Francks, C. (Clyde), Fukunaga, M. (Masaki), Gibbs, J.R. (J. Raphael), Glahn, D.C. (David), Gollub, R.L. (Randy), Göring, H.H.H. (Harald H.), Green, R.C. (Robert C.), Gruber, O. (Oliver), Gudnason, V. (Vilmundur), Guelfi, S. (Sebastian), Håberg, A.K. (Asta K.), Hansell, N.K. (Narelle), Hardy, J. (John), Hartman, C.A. (C.), Hashimoto, R. (Ryota), Hegenscheid, K. (Katrin), Heinz, J. (Judith), Le Hellard, S. (Stephanie), Hernandez, D.G. (Dena), Heslenfeld, D.J. (Dirk), Ho, B.-C. (Beng-Choon), Hoekstra, P.J. (Pieter), Hoffmann, W. (Wolfgang), Hofman, A. (Albert), Holsboer, F. (Florian), Homuth, G. (Georg), Hosten, N. (Norbert), Hottenga, J.J. (Jouke Jan), Huentelman, M.J. (Matthew), Pol, H.H., Ikeda, M. (Masashi), Jack, C.R. (Clifford R.), Jenkinson, S. (Sarah), Johnson, R. (Robert), Jönsson, E.G. (Erik G.), Jukema, J.W., Kahn, R. (René), Kanai, R. (Ryota), Kloszewska, I. (Iwona), Knopman, D.S. (David S.), Kochunov, P. (Peter), Kwok, J.B. (John B.), Lawrie, S. (Stephen), Lemaître, H. (Herve), Liu, X. (Xinmin), Longo, D.L. (Dan L.), Lopez, O.L. (Oscar L.), Lovestone, S. (Simon), Martinez, O. (Oliver), Martinot, J.-L. (Jean-Luc), Mattay, V.S. (Venkata S.), McDonald, C. (Colm), McIntosh, A.M. (Andrew), McMahon, F.J. (Francis J.), McMahon, K.L. (Katie L.), Mecocci, P. (Patrizia), Melle, I. (Ingrid), Meyer-Lindenberg, A. (Andreas), Mohnke, S. (Sebastian), Montgomery, G.W. (Grant W.), Morris, D.W. (Derek W), Mosley, T.H. (Thomas H.), Mühleisen, T.W. (Thomas), Müller-Myhsok, B. (B.), Nalls, M.A. (Michael), Nauck, M. (Matthias), Nichols, T.E. (Thomas), Niessen, W.J. (Wiro), Nöthen, M.M. (Markus), Nyberg, L. (Lars), Ohi, K. (Kazutaka), Olvera, R.L. (Rene), Ophoff, R.A. (Roel), Pandolfo, M. (Massimo), Paus, T. (Tomas), Pausova, Z. (Zdenka), Penninx, B.W.J.H. (Brenda), Pike, G.B. (G. Bruce), Potkin, S.G. (Steven), Psaty, B.M. (Bruce), Reppermund, S., Rietschel, M. (Marcella), Roffman, J.L. (Joshua), Seiferth, N. (Nina), Rotter, J.I. (Jerome I.), Ryten, M. (Mina), Sacco, R.L. (Ralph L.), Sachdev, P.S. (Perminder), Saykin, A.J. (Andrew), Schmidt, R. (Reinhold), Schmidt, H. (Helena), Schofield, C.J. (Christopher), Sigursson, S. (Sigurdur), Simmons, A. (Andrew), Singleton, A. (Andrew), Sisodiya, S.M. (Sanjay), Smith, C. (Colin), Smoller, J.W., Soininen, H. (H.), Steen, V.M. (Vidar), Stott, D.J. (David J.), Sussmann, J. (Jessika), Thalamuthu, A. (Anbupalam), Toga, A.W. (Arthur W.), Traynor, B. (Bryan), Troncoso, J.C. (Juan), Tsolaki, M. (Magda), Tzourio, C. (Christophe), Uitterlinden, A.G. (André), Hernández, M.C.V. (Maria C. Valdés), Brug, M.P. (Marcel) van der, Lugt, A. (Aad) van der, Wee, N.J. (Nic) van der, Haren, N.E.M. (Neeltje E.) van, Ent, D. (Dennis) van 't, Tol, M.J.D. (Marie-José) van, Vardarajan, B.N. (Badri), Vellas, B. (Bruno), Veltman, D.J. (Dick), Völzke, H. (Henry), Walter, H.J. (Henrik), Wardlaw, J. (Joanna), Wassink, A.M.J. (Annemarie), Weale, M.E. (Michael), Weinberger, D.R. (Daniel R.), Weiner, M.W. (Michael W.), Wen, W. (Wei), Westman, E. (Eric), White, T.J.H. (Tonya), Wong, T.Y. (Tien Y.), Wright, C.B. (Clinton B.), Zielke, R.H. (Ronald H.), Zonderman, A.B., Martin, N.G. (Nicholas), Duijn, C.M. (Cornelia) van, Wright, M.J. (Margaret), Longstreth Jr, W.T., Schumann, G. (Gunter), Grabe, H.J. (Hans Jörgen), Franke, B. (Barbara), Launer, L.J. (Lenore), Medland, S.E. (Sarah), Seshadri, S. (Sudha), Thompson, P.M. (Paul), Ikram, M.K. (Kamran), Hibar, D.P. (Derrek), Adams, H.H.H. (Hieab), Jahanshad, N. (Neda), Chauhan, G. (Ganesh), Stein, J.L., Hofer, E. (Edith), Rentería, M.E. (Miguel), Bis, J.C. (Joshua), Arias-Vásquez, A. (Alejandro), Ikram, M.K. (M. Kamran), Desrivières, S. (Sylvane), Vernooij, M.W. (Meike), Abramovic, L. (Lucija), Alhusaini, S. (Saud), Amin, N. (Najaf), Andersson, M. (Micael), Arfanakis, K. (Konstantinos), Aribisala, B. (Benjamin), Armstrong, N.J. (Nicola J.), Athanasiu, L. (Lavinia), Axelsson, T. (Tomas), Beecham, A.H. (Ashley), Beiser, A. (Alexa), Bernard, M. (Manon), Blanton, S.H. (Susan H.), Bohlken, M.M. (Marc M.), Boks, M.P.M. (Marco), Bralten, L.B.C. (Linda), Brickman, A.M. (Adam M.), Carmichael, O. (Owen), Chakravarty, M.M. (M. Mallar), Chen, Q. (Qiang), Ching, C.R.K. (Christopher), Chouraki, V. (Vincent), Cuellar-Partida, G. (Gabriel), Crivello, F. (Fabrice), Braber, A. (Anouk) den, Doan, N.T. (Nhat Trung), Ehrlich, S.M. (Stefan), Giddaluru, S. (Sudheer), Goldman, A.L. (Aaron L.), Gottesman, R.F. (Rebecca), Grimm, O. (Oliver), Griswold, M.D. (Michael), Guadalupe, T. (Tulio), Gutman, B.A. (Boris A.), Hass, J. (Johanna), Haukvik, U.K. (Unn), Hoehn, D. (David), Holmes, A.J. (Avram), Hoogman, M. (Martine), Janowitz, D. (Deborah), Jia, T. (Tianye), Jørgensen, K.N. (Kjetil N.), Karbalai, N. (Nazanin), Kasperaviciute, D. (Dalia), Kim, S. (Shinseog), Klein, M. (Marieke), Kraemer, B. (Bernd), Lee, P.H. (Phil), Liewald, D.C.M. (David), Lopez, L.M. (Lorna), Luciano, M. (Michelle), MacAre, C. (Christine), Marquand, A.F. (Andre F.), Matarin, M. (Mar), Mather, R., Mattheisen, M. (Manuel), McKay, D.R. (David R.), Milaneschi, Y. (Yuri), Muñoz Maniega, S. (Susana), Nho, K. (Kwangsik), Nugent, A.C. (Allison), Nyquist, P. (Paul), Loohuis, L.M.O. (Loes M. Olde), Oosterlaan, J. (Jaap), Papmeyer, M. (Martina), Pirpamer, L. (Lukas), Pütz, B. (Benno), Ramasamy, A. (Adaikalavan), Richards, J.S. (Jennifer S.), Risacher, S.L. (Shannon), Roiz-Santiañez, R. (Roberto), Rommelse, N. (Nanda), Ropele, S. (Stefan), Rose, E.J. (Emma), Royle, N.A. (Natalie), Rundek, T. (Tatjana), Sämann, P.G. (Philipp), Saremi, A. (Arvin), Satizabal, C.L. (Claudia), Schmaal, L. (Lianne), Schork, N.J. (Nicholas), Shen, L. (Li), Shin, J. (Jean), Shumskaya, E. (Elena), Smith, A.V. (Albert Vernon), Sprooten, R. (Roy), Strike, L.T. (Lachlan), Teumer, A. (Alexander), Tordesillas-Gutierrez, D. (Diana), Toro, R. (Roberto), Trabzuni, D. (Danyah), Trompet, S. (Stella), Vaidya, D. (Dhananjay), van der Grond, J. (Jeroen), Lee, S.J. (Sven) van der, Van Der Meer, D. (Dennis), Van Donkelaar, M.M.J. (Marjolein M. J.), Eijk, K.R. (Kristel) van, Erp, T.G.M. (Theo G.) van, Van Rooij, D. (Daan), Walton, E. (Esther), Westlye, L.T. (Lars), Whelan, C.D. (Christopher), Windham, B.G. (Gwen), Winkler, A.M. (Anderson), Wittfeld, K. (Katharina), Woldehawariat, G. (Girma), Björnsson, A. (Asgeir), Wolfers, T. (Thomas), Yanek, L.R. (Lisa), Yang, J. (Jingyun), Zijdenbos, A.P., Zwiers, M.P. (Marcel), Agartz, I. (Ingrid), Almasy, L. (Laura), Ames, D.J. (David), Amouyel, P. (Philippe), Andreassen, O.A. (Ole), Arepalli, S. (Sampath), Assareh, A.A., Barral, S. (Sandra), Bastin, M.E. (Mark), Becker, D.M. (Diane M.), Becker, J.T. (James), Bennett, D.A. (David A.), Blangero, J. (John), Bokhoven, H. (Hans) van, Boomsma, D.I. (Dorret), Brodaty, H. (Henry), Brouwer, R.M. (Rachel), Brunner, H.G., Buckner, M., Buitelaar, J.K. (Jan), Bulayeva, K. (Kazima), Cahn, W. (Wiepke), Calhoun, V.D. (Vince), Cannon, D.M. (Dara), Cavalleri, G. (Gianpiero), Cheng, C.-Y. (Ching-Yu), Cichon, S. (Sven), Cookson, M.R. (Mark), Corvin, A. (Aiden), Crespo-Facorro, B. (Benedicto), Curran, J.E. (Joanne), Czisch, M. (Michael), Dale, A.M. (Anders), Davies, G.E. (Gareth), Craen, A.J. (Anton) de, Geus, E.J.C. (Eco) de, Jager, P.L. (Philip) de, Zubicaray, G.I. (Greig) de, Deary, I.J. (Ian), Debette, S. (Stéphanie), DeCarli, C. (Charles), Delanty, N., Depondt, C. (Chantal), DeStefano, A.L. (Anita), Dillman, A. (Allissa), Djurovic, S. (Srdjan), Donohoe, D.J. (Dennis), Drevets, D.A. (Douglas), Duggirala, R. (Ravi), Dyer, M.D. (Matthew), Enzinger, C. (Christian), Erk, S., Espeseth, T. (Thomas), Fedko, I.O. (Iryna O.), Fernández, G. (Guillén), Ferrucci, L. (Luigi), Fisher, S.E. (Simon), Fleischman, D. (Debra), Ford, I. (Ian), Fornage, M. (Myriam), Foroud, T. (Tatiana), Fox, P.T. (Peter), Francks, C. (Clyde), Fukunaga, M. (Masaki), Gibbs, J.R. (J. Raphael), Glahn, D.C. (David), Gollub, R.L. (Randy), Göring, H.H.H. (Harald H.), Green, R.C. (Robert C.), Gruber, O. (Oliver), Gudnason, V. (Vilmundur), Guelfi, S. (Sebastian), Håberg, A.K. (Asta K.), Hansell, N.K. (Narelle), Hardy, J. (John), Hartman, C.A. (C.), Hashimoto, R. (Ryota), Hegenscheid, K. (Katrin), Heinz, J. (Judith), Le Hellard, S. (Stephanie), Hernandez, D.G. (Dena), Heslenfeld, D.J. (Dirk), Ho, B.-C. (Beng-Choon), Hoekstra, P.J. (Pieter), Hoffmann, W. (Wolfgang), Hofman, A. (Albert), Holsboer, F. (Florian), Homuth, G. (Georg), Hosten, N. (Norbert), Hottenga, J.J. (Jouke Jan), Huentelman, M.J. (Matthew), Pol, H.H., Ikeda, M. (Masashi), Jack, C.R. (Clifford R.), Jenkinson, S. (Sarah), Johnson, R. (Robert), Jönsson, E.G. (Erik G.), Jukema, J.W., Kahn, R. (René), Kanai, R. (Ryota), Kloszewska, I. (Iwona), Knopman, D.S. (David S.), Kochunov, P. (Peter), Kwok, J.B. (John B.), Lawrie, S. (Stephen), Lemaître, H. (Herve), Liu, X. (Xinmin), Longo, D.L. (Dan L.), Lopez, O.L. (Oscar L.), Lovestone, S. (Simon), Martinez, O. (Oliver), Martinot, J.-L. (Jean-Luc), Mattay, V.S. (Venkata S.), McDonald, C. (Colm), McIntosh, A.M. (Andrew), McMahon, F.J. (Francis J.), McMahon, K.L. (Katie L.), Mecocci, P. (Patrizia), Melle, I. (Ingrid), Meyer-Lindenberg, A. (Andreas), Mohnke, S. (Sebastian), Montgomery, G.W. (Grant W.), Morris, D.W. (Derek W), Mosley, T.H. (Thomas H.), Mühleisen, T.W. (Thomas), Müller-Myhsok, B. (B.), Nalls, M.A. (Michael), Nauck, M. (Matthias), Nichols, T.E. (Thomas), Niessen, W.J. (Wiro), Nöthen, M.M. (Markus), Nyberg, L. (Lars), Ohi, K. (Kazutaka), Olvera, R.L. (Rene), Ophoff, R.A. (Roel), Pandolfo, M. (Massimo), Paus, T. (Tomas), Pausova, Z. (Zdenka), Penninx, B.W.J.H. (Brenda), Pike, G.B. (G. Bruce), Potkin, S.G. (Steven), Psaty, B.M. (Bruce), Reppermund, S., Rietschel, M. (Marcella), Roffman, J.L. (Joshua), Seiferth, N. (Nina), Rotter, J.I. (Jerome I.), Ryten, M. (Mina), Sacco, R.L. (Ralph L.), Sachdev, P.S. (Perminder), Saykin, A.J. (Andrew), Schmidt, R. (Reinhold), Schmidt, H. (Helena), Schofield, C.J. (Christopher), Sigursson, S. (Sigurdur), Simmons, A. (Andrew), Singleton, A. (Andrew), Sisodiya, S.M. (Sanjay), Smith, C. (Colin), Smoller, J.W., Soininen, H. (H.), Steen, V.M. (Vidar), Stott, D.J. (David J.), Sussmann, J. (Jessika), Thalamuthu, A. (Anbupalam), Toga, A.W. (Arthur W.), Traynor, B. (Bryan), Troncoso, J.C. (Juan), Tsolaki, M. (Magda), Tzourio, C. (Christophe), Uitterlinden, A.G. (André), Hernández, M.C.V. (Maria C. Valdés), Brug, M.P. (Marcel) van der, Lugt, A. (Aad) van der, Wee, N.J. (Nic) van der, Haren, N.E.M. (Neeltje E.) van, Ent, D. (Dennis) van 't, Tol, M.J.D. (Marie-José) van, Vardarajan, B.N. (Badri), Vellas, B. (Bruno), Veltman, D.J. (Dick), Völzke, H. (Henry), Walter, H.J. (Henrik), Wardlaw, J. (Joanna), Wassink, A.M.J. (Annemarie), Weale, M.E. (Michael), Weinberger, D.R. (Daniel R.), Weiner, M.W. (Michael W.), Wen, W. (Wei), Westman, E. (Eric), White, T.J.H. (Tonya), Wong, T.Y. (Tien Y.), Wright, C.B. (Clinton B.), Zielke, R.H. (Ronald H.), Zonderman, A.B., Martin, N.G. (Nicholas), Duijn, C.M. (Cornelia) van, Wright, M.J. (Margaret), Longstreth Jr, W.T., Schumann, G. (Gunter), Grabe, H.J. (Hans Jörgen), Franke, B. (Barbara), Launer, L.J. (Lenore), Medland, S.E. (Sarah), Seshadri, S. (Sudha), Thompson, P.M. (Paul), and Ikram, M.K. (Kamran)
Abstract: The hippocampal formation is a brain structure integrally involved in episodic memory, spatial navigation, cognition and stress responsiveness. Structural abnormalities in hippocampal volume and shape are found in several common neuropsychiatric disorders. To identify the genetic underpinnings of hippocampal structure here we perform a genome-wide association study (GWAS) of 33,536 individuals and discover six independent loci significantly associated with hippocampal volume, four of them novel. Of the novel loci, three lie within genes (ASTN2, DPP4 and MAST4) and one is found 200 kb upstream of SHH. A hippocampal subfield analysis shows that a locus within the MSRB3 gene shows evidence of a localized effect along the dentate gyrus, subiculum, CA1 and fissure. Further, we show that genetic variants associated with decreased hippocampal volume are also associated with increased risk for Alzheimer's disease (rg =-0.155). Our findings suggest novel biological pathways through which human genetic variation influences hippocampal volume and risk for neuropsychiatric illness.
Published: 2017
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10. Common genetic variants influence human subcortical brain structures

Author: Hibar, D.P. (Derrek), Stein, J.L., Rentería, M.E. (Miguel), Arias-Vásquez, A. (Alejandro), Desrivières, S. (Sylvane), Jahanshad, N. (Neda), Toro, R. (Roberto), Wittfeld, K. (Katharina), Abramovic, L. (Lucija), Andersson, M. (Micael), Aribisala, B. (Benjamin), Armstrong, N.J. (Nicola J.), Bernard, M. (Manon), Bohlken, M.M. (Marc M.), Boks, M.P.M. (Marco), Bralten, L.B.C. (Linda), Brown, A.A. (Andrew), Chakravarty, M.M. (M. Mallar), Chen, Q. (Qiang), Ching, C.R.K. (Christopher), Cuellar-Partida, G. (Gabriel), Braber, A. (Anouk) den, Giddaluru, S. (Sudheer), Goldman, A.L. (Aaron L.), Grimm, O. (Oliver), Guadalupe, T. (Tulio), Hass, J. (Johanna), Woldehawariat, G. (Girma), Holmes, A.J. (Avram), Hoogman, M. (Martine), Janowitz, D. (Deborah), Jia, T. (Tianye), Kim, S. (Shinseog), Klein, M. (Marieke), Kraemer, B. (Bernd), Lee, P.H. (Phil H.), Olde Loohuis, L.M. (Loes M.), Luciano, M. (Michelle), MacAre, C. (Christine), Mather, R., Mattheisen, M. (Manuel), Milaneschi, Y. (Yuri), Nho, K. (Kwangsik), Papmeyer, M. (Martina), Ramasamy, A. (Adaikalavan), Risacher, S.L. (Shannon), Roiz-Santiañez, R. (Roberto), Rose, E.J. (Emma), Salami, A. (Alireza), Sämann, P.G. (Philipp), Schmaal, L. (Lianne), Schork, N.J. (Nicholas), Shin, J. (Jean), Strike, L.T. (Lachlan), Teumer, A. (Alexander), Van Donkelaar, M.M.J. (Marjolein M. J.), Eijk, K.R. (Kristel) van, Walters, R.K. (Raymond), Westlye, L.T. (Lars), Whelan, C.D. (Christopher), Winkler, A.M. (Anderson), Zwiers, M.P. (Marcel), Alhusaini, S. (Saud), Athanasiu, L. (Lavinia), Ehrlich, S.M. (Stefan), Hakobjan, M. (Marina), Hartberg, C.B. (Cecilie B.), Haukvik, U.K. (Unn), Heister, A.J.G.A.M. (Angelien J. G. A. M.), Hoehn, D. (David), Kasperaviciute, D. (Dalia), Liewald, D.C.M. (David), Lopez, L.M. (Lorna), Makkinje, R.R.R. (Remco R. R.), Matarin, M. (Mar), Naber, M.A.M. (Marlies A. M.), McKay, D.R. (Reese), Needham, M. (Margaret), Nugent, A.C. (Allison), Pütz, B. (Benno), Royle, N.A. (Natalie), Shen, L. (Li), Sprooten, R. (Roy), Trabzuni, D. (Danyah), Van Der Marel, S.S.L. (Saskia S. L.), Van Hulzen, K.J.E. (Kimm J. E.), Walton, E. (Esther), Björnsson, A. (Asgeir), Almasy, L. (Laura), Ames, D.J. (David), Arepalli, S. (Sampath), Assareh, A.A., Bastin, M.E. (Mark), Brodaty, H. (Henry), Bulayeva, K. (Kazima), Carless, M.A. (Melanie), Cichon, S. (Sven), Corvin, A. (Aiden), Curran, J.E. (Joanne), Czisch, M. (Michael), Zubicaray, G.I. (Greig) de, Dillman, A. (Allissa), Duggirala, A. (Aparna), Dyer, M.D. (Matthew), Erk, S., Fedko, I. (Iryna), Ferrucci, L. (Luigi), Foroud, T. (Tatiana), Fox, P.T. (Peter), Fukunaga, M. (Masaki), Raphael Gibbs, J., Göring, H.H.H. (Harald H.), Green, R.C. (Robert C.), Guelfi, S. (Sebastian), Hansell, N.K. (Narelle), Hartman, C.A. (Catharina), Hegenscheid, K. (Katrin), Heinz, J. (Judith), Hernandez, D.G. (Dena), Heslenfeld, D.J. (Dirk), Hoekstra, P.J. (Pieter), Holsboer, F., Homuth, G. (Georg), Hottenga, J.J. (Jouke Jan), Ikeda, M. (Masashi), Jack Jr., C.R. (Clifford), Jenkinson, S. (Sarah), Johnson, R. (Robert), Kanai, R. (Ryota), Keil, M. (Maria), Kent, J.W. (Jack W.), Kochunov, P. (Peter), Kwok, J.B. (John B.), Lawrie, S. (Stephen), Liu, X. (Xinmin), Longo, D.L. (Dan L.), Mcmahon, K.L. (Katie), Meisenzahl, E. (Eva), Melle, I. (Ingrid), Mohnke, S. (Sebastian), Montgomery, G.W. (Grant), Mostert, J.C. (Jeanette C.), Mühleisen, T.W. (Thomas), Nalls, M.A. (Michael), Nichols, T.E. (Thomas), Nilsson, L.G., Nöthen, M.M. (Markus), Ohi, K. (Kazutaka), Olvera, R.L. (Rene), Perez-Iglesias, R. (Rocio), Pike, G.B. (Bruce), Potkin, S.G. (Steven), Reinvang, I. (Ivar), Reppermund, S., Rietschel, M. (Marcella), Seiferth, N. (Nina), Rosen, G.D. (Glenn D.), Rujescu, D. (Dan), Schnell, K. (Kerry), Schofield, C.J. (Christopher), Smith, C. (Colin), Steen, V.M. (Vidar), Sussmann, J. (Jessika), Thalamuthu, A. (Anbupalam), Toga, A.W. (Arthur W.), Traynor, B. (Bryan), Troncoso, J.C. (Juan), Turner, J. (Jessica), Valdés Hernández, M.C. (Maria), Ent, D. (Dennis) van 't, Brug, M.P. (Marcel) van der, Wee, N.J. (Nic) van der, Tol, M.J.D. (Marie-José) van, Veltman, D.J. (Dick), Wassink, A.M.J. (Annemarie), Westman, E. (Eric), Zielke, R.H. (Ronald H.), Zonderman, A.B. (Alan B.), Ashbrook, D.G. (David G.), Hager, R. (Reinmar), Lu, L. (Lu), Mcmahon, F.J. (Francis J), Morris, D.W. (Derek W), Williams, R.W. (Robert W.), Brunner, H.G., Buckner, M., Buitelaar, J.K. (Jan K.), Cahn, W. (Wiepke), Calhoun, V.D. (Vince), Cavalleri, G. (Gianpiero), Crespo-Facorro, B. (Benedicto), Dale, A.M. (Anders), Davies, G.E. (Gareth), Delanty, N., Depondt, C. (Chantal), Djurovic, S. (Srdjan), Drevets, D.A. (Douglas), Espeseth, T. (Thomas), Gollub, R.L. (Randy), Ho, B.C. (Beng ), Hoffmann, W. (Wolfgang), Hosten, N. (Norbert), Kahn, R. (René), Le Hellard, S. (Stephanie), Meyer-Lindenberg, A., Müller-Myhsok, B. (B.), Nauck, M. (Matthias), Nyberg, L. (Lars), Pandolfo, M. (Massimo), Penninx, B.W.J.H. (Brenda), Roffman, J.L. (Joshua), Sisodiya, S.M. (Sanjay), Smoller, J.W., Bokhoven, H. (Hans) van, Haren, N.E.M. (Neeltje E.) van, Völzke, H. (Henry), Walter, H.J. (Henrik), Weiner, M.W. (Michael), Wen, W. (Wei), White, T.J.H. (Tonya), Agartz, I. (Ingrid), Andreassen, O.A. (Ole), Blangero, J. (John), Boomsma, D.I. (Dorret), Brouwer, R.M. (Rachel), Cannon, D.M. (Dara), Cookson, M.R. (Mark), Geus, E.J.C. (Eco) de, Deary, I.J. (Ian), Donohoe, D.J. (Dennis), Fernandez, G. (Guillén), Fisher, S.E. (Simon), Francks, C. (Clyde), Glahn, D.C. (David), Grabe, H.J. (Hans Jörgen), Gruber, O. (Oliver), Hardy, J. (John), Hashimoto, R. (Ryota), Hulshoff Pol, H.E. (Hilleke), Jönsson, E.G. (Erik), Kloszewska, I. (Iwona), Lovestone, S. (Simon), Mattay, V.S. (Venkata S.), Mecocci, P. (Patrizia), McDonald, C. (Colm), McIntosh, A.M. (Andrew), Ophoff, R.A. (Roel), Paus, T. (Tomas), Pausova, Z. (Zdenka), Ryten, M. (Mina), Sachdev, P.S. (Perminder), Saykin, A.J. (Andrew), Simmons, A. (Andrew), Singleton, A. (Andrew), Soininen, H. (H.), Wardlaw, J.M. (J.), Weale, M.E. (Michael), Weinberger, D.R. (Daniel), Adams, H.H.H. (Hieab), Launer, L.J. (Lenore), Seiler, S. (Stephan), Schmidt, R. (Reinhold), Chauhan, G. (Ganesh), Satizabal, C.L. (Claudia), Becker, J.T. (James), Yanek, L.R. (Lisa), Lee, S.J. (Sven) van der, Ebling, M. (Maritza), Fischl, B. (Bruce), Longstreth Jr, W.T., Greve, D. (Douglas), Nyquist, P. (Paul), Vinke, L.N. (Louis N.), Duijn, C.M. (Cornelia) van, Xue, L. (Luting), Mazoyer, B. (Bernard), Bis, J.C. (Joshua), Gudnason, V. (Vilmundur), Seshadri, S. (Sudha), Ikram, M.A. (Arfan), Martin, N.G. (Nicholas), Wright, M.J. (Margaret), Schumann, G. (Gunter), Franke, B. (Barbara), Thompson, P.M. (Paul), Medland, S.E. (Sarah), Hibar, D.P. (Derrek), Stein, J.L., Rentería, M.E. (Miguel), Arias-Vásquez, A. (Alejandro), Desrivières, S. (Sylvane), Jahanshad, N. (Neda), Toro, R. (Roberto), Wittfeld, K. (Katharina), Abramovic, L. (Lucija), Andersson, M. (Micael), Aribisala, B. (Benjamin), Armstrong, N.J. (Nicola J.), Bernard, M. (Manon), Bohlken, M.M. (Marc M.), Boks, M.P.M. (Marco), Bralten, L.B.C. (Linda), Brown, A.A. (Andrew), Chakravarty, M.M. (M. Mallar), Chen, Q. (Qiang), Ching, C.R.K. (Christopher), Cuellar-Partida, G. (Gabriel), Braber, A. (Anouk) den, Giddaluru, S. (Sudheer), Goldman, A.L. (Aaron L.), Grimm, O. (Oliver), Guadalupe, T. (Tulio), Hass, J. (Johanna), Woldehawariat, G. (Girma), Holmes, A.J. (Avram), Hoogman, M. (Martine), Janowitz, D. (Deborah), Jia, T. (Tianye), Kim, S. (Shinseog), Klein, M. (Marieke), Kraemer, B. (Bernd), Lee, P.H. (Phil H.), Olde Loohuis, L.M. (Loes M.), Luciano, M. (Michelle), MacAre, C. (Christine), Mather, R., Mattheisen, M. (Manuel), Milaneschi, Y. (Yuri), Nho, K. (Kwangsik), Papmeyer, M. (Martina), Ramasamy, A. (Adaikalavan), Risacher, S.L. (Shannon), Roiz-Santiañez, R. (Roberto), Rose, E.J. (Emma), Salami, A. (Alireza), Sämann, P.G. (Philipp), Schmaal, L. (Lianne), Schork, N.J. (Nicholas), Shin, J. (Jean), Strike, L.T. (Lachlan), Teumer, A. (Alexander), Van Donkelaar, M.M.J. (Marjolein M. J.), Eijk, K.R. (Kristel) van, Walters, R.K. (Raymond), Westlye, L.T. (Lars), Whelan, C.D. (Christopher), Winkler, A.M. (Anderson), Zwiers, M.P. (Marcel), Alhusaini, S. (Saud), Athanasiu, L. (Lavinia), Ehrlich, S.M. (Stefan), Hakobjan, M. (Marina), Hartberg, C.B. (Cecilie B.), Haukvik, U.K. (Unn), Heister, A.J.G.A.M. (Angelien J. G. A. M.), Hoehn, D. (David), Kasperaviciute, D. (Dalia), Liewald, D.C.M. (David), Lopez, L.M. (Lorna), Makkinje, R.R.R. (Remco R. R.), Matarin, M. (Mar), Naber, M.A.M. (Marlies A. M.), McKay, D.R. (Reese), Needham, M. (Margaret), Nugent, A.C. (Allison), Pütz, B. (Benno), Royle, N.A. (Natalie), Shen, L. (Li), Sprooten, R. (Roy), Trabzuni, D. (Danyah), Van Der Marel, S.S.L. (Saskia S. L.), Van Hulzen, K.J.E. (Kimm J. E.), Walton, E. (Esther), Björnsson, A. (Asgeir), Almasy, L. (Laura), Ames, D.J. (David), Arepalli, S. (Sampath), Assareh, A.A., Bastin, M.E. (Mark), Brodaty, H. (Henry), Bulayeva, K. (Kazima), Carless, M.A. (Melanie), Cichon, S. (Sven), Corvin, A. (Aiden), Curran, J.E. (Joanne), Czisch, M. (Michael), Zubicaray, G.I. (Greig) de, Dillman, A. (Allissa), Duggirala, A. (Aparna), Dyer, M.D. (Matthew), Erk, S., Fedko, I. (Iryna), Ferrucci, L. (Luigi), Foroud, T. (Tatiana), Fox, P.T. (Peter), Fukunaga, M. (Masaki), Raphael Gibbs, J., Göring, H.H.H. (Harald H.), Green, R.C. (Robert C.), Guelfi, S. (Sebastian), Hansell, N.K. (Narelle), Hartman, C.A. (Catharina), Hegenscheid, K. (Katrin), Heinz, J. (Judith), Hernandez, D.G. (Dena), Heslenfeld, D.J. (Dirk), Hoekstra, P.J. (Pieter), Holsboer, F., Homuth, G. (Georg), Hottenga, J.J. (Jouke Jan), Ikeda, M. (Masashi), Jack Jr., C.R. (Clifford), Jenkinson, S. (Sarah), Johnson, R. (Robert), Kanai, R. (Ryota), Keil, M. (Maria), Kent, J.W. (Jack W.), Kochunov, P. (Peter), Kwok, J.B. (John B.), Lawrie, S. (Stephen), Liu, X. (Xinmin), Longo, D.L. (Dan L.), Mcmahon, K.L. (Katie), Meisenzahl, E. (Eva), Melle, I. (Ingrid), Mohnke, S. (Sebastian), Montgomery, G.W. (Grant), Mostert, J.C. (Jeanette C.), Mühleisen, T.W. (Thomas), Nalls, M.A. (Michael), Nichols, T.E. (Thomas), Nilsson, L.G., Nöthen, M.M. (Markus), Ohi, K. (Kazutaka), Olvera, R.L. (Rene), Perez-Iglesias, R. (Rocio), Pike, G.B. (Bruce), Potkin, S.G. (Steven), Reinvang, I. (Ivar), Reppermund, S., Rietschel, M. (Marcella), Seiferth, N. (Nina), Rosen, G.D. (Glenn D.), Rujescu, D. (Dan), Schnell, K. (Kerry), Schofield, C.J. (Christopher), Smith, C. (Colin), Steen, V.M. (Vidar), Sussmann, J. (Jessika), Thalamuthu, A. (Anbupalam), Toga, A.W. (Arthur W.), Traynor, B. (Bryan), Troncoso, J.C. (Juan), Turner, J. (Jessica), Valdés Hernández, M.C. (Maria), Ent, D. (Dennis) van 't, Brug, M.P. (Marcel) van der, Wee, N.J. (Nic) van der, Tol, M.J.D. (Marie-José) van, Veltman, D.J. (Dick), Wassink, A.M.J. (Annemarie), Westman, E. (Eric), Zielke, R.H. (Ronald H.), Zonderman, A.B. (Alan B.), Ashbrook, D.G. (David G.), Hager, R. (Reinmar), Lu, L. (Lu), Mcmahon, F.J. (Francis J), Morris, D.W. (Derek W), Williams, R.W. (Robert W.), Brunner, H.G., Buckner, M., Buitelaar, J.K. (Jan K.), Cahn, W. (Wiepke), Calhoun, V.D. (Vince), Cavalleri, G. (Gianpiero), Crespo-Facorro, B. (Benedicto), Dale, A.M. (Anders), Davies, G.E. (Gareth), Delanty, N., Depondt, C. (Chantal), Djurovic, S. (Srdjan), Drevets, D.A. (Douglas), Espeseth, T. (Thomas), Gollub, R.L. (Randy), Ho, B.C. (Beng ), Hoffmann, W. (Wolfgang), Hosten, N. (Norbert), Kahn, R. (René), Le Hellard, S. (Stephanie), Meyer-Lindenberg, A., Müller-Myhsok, B. (B.), Nauck, M. (Matthias), Nyberg, L. (Lars), Pandolfo, M. (Massimo), Penninx, B.W.J.H. (Brenda), Roffman, J.L. (Joshua), Sisodiya, S.M. (Sanjay), Smoller, J.W., Bokhoven, H. (Hans) van, Haren, N.E.M. (Neeltje E.) van, Völzke, H. (Henry), Walter, H.J. (Henrik), Weiner, M.W. (Michael), Wen, W. (Wei), White, T.J.H. (Tonya), Agartz, I. (Ingrid), Andreassen, O.A. (Ole), Blangero, J. (John), Boomsma, D.I. (Dorret), Brouwer, R.M. (Rachel), Cannon, D.M. (Dara), Cookson, M.R. (Mark), Geus, E.J.C. (Eco) de, Deary, I.J. (Ian), Donohoe, D.J. (Dennis), Fernandez, G. (Guillén), Fisher, S.E. (Simon), Francks, C. (Clyde), Glahn, D.C. (David), Grabe, H.J. (Hans Jörgen), Gruber, O. (Oliver), Hardy, J. (John), Hashimoto, R. (Ryota), Hulshoff Pol, H.E. (Hilleke), Jönsson, E.G. (Erik), Kloszewska, I. (Iwona), Lovestone, S. (Simon), Mattay, V.S. (Venkata S.), Mecocci, P. (Patrizia), McDonald, C. (Colm), McIntosh, A.M. (Andrew), Ophoff, R.A. (Roel), Paus, T. (Tomas), Pausova, Z. (Zdenka), Ryten, M. (Mina), Sachdev, P.S. (Perminder), Saykin, A.J. (Andrew), Simmons, A. (Andrew), Singleton, A. (Andrew), Soininen, H. (H.), Wardlaw, J.M. (J.), Weale, M.E. (Michael), Weinberger, D.R. (Daniel), Adams, H.H.H. (Hieab), Launer, L.J. (Lenore), Seiler, S. (Stephan), Schmidt, R. (Reinhold), Chauhan, G. (Ganesh), Satizabal, C.L. (Claudia), Becker, J.T. (James), Yanek, L.R. (Lisa), Lee, S.J. (Sven) van der, Ebling, M. (Maritza), Fischl, B. (Bruce), Longstreth Jr, W.T., Greve, D. (Douglas), Nyquist, P. (Paul), Vinke, L.N. (Louis N.), Duijn, C.M. (Cornelia) van, Xue, L. (Luting), Mazoyer, B. (Bernard), Bis, J.C. (Joshua), Gudnason, V. (Vilmundur), Seshadri, S. (Sudha), Ikram, M.A. (Arfan), Martin, N.G. (Nicholas), Wright, M.J. (Margaret), Schumann, G. (Gunter), Franke, B. (Barbara), Thompson, P.M. (Paul), and Medland, S.E. (Sarah)
Abstract: The highly complex structure of the human brain is strongly shaped by genetic influences. Subcortical brain regions form circuits with cortical areas to coordinate movement, learning, memory and motivation, a
Published: 2015
Full Text: View/download PDF

11. The ENIGMA Consortium: Large-scale collaborative analyses of neuroimaging and genetic data

Author: Thompson, P.M. (Paul), Stein, J.L., Medland, S.E. (Sarah), Hibar, D.P. (Derrek), Vásquez, A.A. (Arias), Rentería, M.E. (Miguel), Toro, R. (Roberto), Jahanshad, N. (Neda), Schumann, G. (Gunter), Franke, B. (Barbara), Wright, M.J. (Margaret), Martin, N.G. (Nicholas), Agartz, I. (Ingrid), Alda, M. (Martin), Alhusaini, S. (Saud), Almasy, L. (Laura), Alpert, K. (Kathryn), Andreasen, N.C., Andreassen, O.A. (Ole), Apostolova, L.G. (Liana), Appel, K. (Katja), Armstrong, N.J. (Nicola), Aribisala, B. (Benjamin), Bastin, M.E. (Mark), Bauer, M. (Michael), Bearden, C.E. (Carrie), Bergmann, Ø. (Ørjan), Binder, E.B. (Elisabeth), Blangero, J. (John), Bockholt, H.J., Bøen, E. (Erlend), Bois, M. (Monique), Boomsma, D.I. (Dorret), Booth, T. (Tom), Bowman, I.J. (Ian), Bralten, L.B.C. (Linda), Brouwer, R.M. (Rachel), Brunner, H.G., Brohawn, D.G. (David), Buckner, M., Buitelaar, J.K. (Jan), Bulayeva, K. (Kazima), Bustillo, J., Calhoun, V.D. (Vince), Cannon, D.M. (Dara), Cantor, R.M., Carless, M.A. (Melanie), Caseras, X. (Xavier), Cavalleri, G. (Gianpiero), Chakravarty, M.M. (M. Mallar), Chang, K.D. (Kiki), Ching, C.R.K. (Christopher), Christoforou, A. (Andrea), Cichon, S. (Sven), Clark, V.P., Conrod, P. (Patricia), Coppola, D. (Domenico), Crespo-Facorro, B. (Benedicto), Curran, J.E. (Joanne), Czisch, M. (Michael), Deary, I.J. (Ian), Geus, E.J.C. (Eco) de, Braber, A. (Anouk) den, Delvecchio, G. (Giuseppe), Depondt, C. (Chantal), Haan, L. (Lieuwe) de, Zubicaray, G.I. (Greig) de, Dima, D. (Danai), Dimitrova, R. (Rali), Djurovic, S. (Srdjan), Dong, H. (Hongwei), Donohoe, D.J. (Dennis), Duggirala, A. (Aparna), Dyer, M.D. (Matthew), Ehrlich, S.M. (Stefan), Ekman, C.J. (Carl Johan), Elvsåshagen, T. (Torbjørn), Emsell, L. (Louise), Erk, S., Espeseth, T. (Thomas), Fagerness, J. (Jesen), Fears, S. (Scott), Fedko, I. (Iryna), Fernandez, G. (Guillén), Fisher, S.E. (Simon), Foroud, T. (Tatiana), Fox, P.T. (Peter), Francks, C. (Clyde), Frangou, S. (Sophia), Frey, E.M. (Eva Maria), Frodl, T. (Thomas), Frouin, V. (Vincent), Garavan, H. (Hugh), Giddaluru, S. (Sudheer), Glahn, D.C. (David), Godlewska, B. (Beata), Goldstein, R.Z. (Rita), Gollub, R.L. (Randy), Grabe, H.J. (Hans Jörgen), Grimm, O. (Oliver), Gruber, O. (Oliver), Guadalupe, T. (Tulio), Gur, R.E. (Raquel), Gur, R.C. (Ruben), Göring, H.H.H. (Harald), Hagenaars, S. (Saskia), Hajek, T. (Tomas), Hall, G.B. (Garry), Hall, J. (Jeremy), Hardy, J. (John), Hartman, C.A. (Catharina), Hass, J. (Johanna), Hatton, W., Haukvik, U.K. (Unn), Hegenscheid, K. (Katrin), Heinz, J. (Judith), Hickie, I.B. (Ian), Ho, B.C. (Beng ), Hoehn, D. (David), Hoekstra, P.J. (Pieter), Hollinshead, M. (Marisa), Holmes, A.J. (Avram), Homuth, G. (Georg), Hoogman, M. (Martine), Hong, L.E. (L.Elliot), Hosten, N. (Norbert), Hottenga, J.J. (Jouke Jan), Hulshoff Pol, H.E. (Hilleke), Hwang, K.S. (Kristy), Jack Jr., C.R. (Clifford), Jenkinson, S. (Sarah), Johnston, C., Jönsson, E.G. (Erik), Kahn, R.S. (René), Kasperaviciute, D. (Dalia), Kelly, S. (Steve), Kim, S. (Shinseog), Kochunov, P. (Peter), Koenders, L. (Laura), Krämer, B. (Bernd), Kwok, J.B.J. (John), Lagopoulos, J. (Jim), Laje, G. (Gonzalo), Landén, M. (Mikael), Landman, B.A. (Bennett), Lauriello, J., Lawrie, S. (Stephen), Lee, P.H. (Phil), Le Hellard, S. (Stephanie), Lemaître, H. (Herve), Leonardo, C.D. (Cassandra), Li, C.-S. (Chiang-shan), Liberg, B. (Benny), Liewald, D.C.M. (David), Liu, X. (Xinmin), Lopez, L.M. (Lorna), Loth, E. (Eva), Lourdusamy, A. (Anbarasu), Luciano, M. (Michelle), MacCiardi, F. (Fabio), Machielsen, M.W.J. (Marise), MacQueen, G.M. (Glenda), Malt, U.F. (Ulrik), Mandl, R. (René), Manoach, D.S. (Dara), Martinot, J.-L. (Jean-Luc), Matarin, M. (Mar), Mather, R., Mattheisen, M. (Manuel), Mattingsdal, M. (Morten), Meyer-Lindenberg, A., McDonald, C. (Colm), McIntosh, A.M. (Andrew), Mcmahon, F.J. (Francis J), Mcmahon, K.L. (Katie), Meisenzahl, E. (Eva), Melle, I. (Ingrid), Milaneschi, Y. (Yuri), Mohnke, S. (Sebastian), Montgomery, G.W. (Grant), Morris, D.W. (Derek W), Moses, E.K. (Eric), Mueller, B.A. (Bryon ), Muñoz Maniega, S. (Susana), Mühleisen, T.W. (Thomas), Müller-Myhsok, B. (Bertram), Mwangi, B. (Benson), Nauck, M. (Matthias), Nho, K. (Kwangsik), Nichols, T.E. (Thomas), Nilsson, L.G., Nugent, A.C. (Allison), Nyberg, L. (Lisa), Olvera, R.L. (Rene), Oosterlaan, J. (Jaap), Ophoff, R.A. (Roel), Pandolfo, M. (Massimo), Papalampropoulou-Tsiridou, M. (Melina), Papmeyer, M. (Martina), Paus, T. (Tomas), Pausova, Z. (Zdenka), Pearlson, G. (Godfrey), Penninx, B.W.J.H. (Brenda), Peterson, C.P. (Charles), Pfennig, A. (Andrea), Phillips, M. (Mary), Pike, G.B. (G Bruce), Poline, J.B. (Jean Baptiste), Potkin, S.G. (Steven), Pütz, B. (Benno), Ramasamy, A. (Adaikalavan), Rasmussen, J. (Jerod), Rietschel, M. (Marcella), Rijpkema, M. (Mark), Risacher, S.L. (Shannon), Roffman, J.L. (Joshua), Roiz-Santiañez, R. (Roberto), Romanczuk-Seiferth, N. (Nina), Rose, E.J. (Emma), Royle, N.A. (Natalie), Rujescu, D. (Dan), Ryten, M. (Mina), Sachdev, P.S. (Perminder), Salami, A. (Alireza), Satterthwaite, T.D. (Theodore), Savitz, J. (Jonathan), Saykin, A.J. (Andrew), Scanlon, C. (Cathy), Schmaal, L. (Lianne), Schnack, H. (Hugo), Schork, N.J. (Nicholas), Schulz, S.C. (S.Charles), Schür, R. (Remmelt), Seidman, L.J. (Larry), Shen, L. (Li), Shoemaker, L. (Lawrence), Simmons, A. (Andrew), Sisodiya, S.M. (Sanjay), Smith, C. (Colin), Smoller, J.W., Soares, J.C. (Jair), Sponheim, S.R. (Scott), Sprooten, R. (Roy), Starr, J.M. (John), Steen, V.M. (Vidar), Strakowski, S. (Stephen), Strike, L.T. (Lachlan), Sussmann, J. (Jessika), Sämann, P.G. (Philipp), Teumer, A. (Alexander), Toga, A.W. (Arthur), Tordesillas-Gutierrez, D. (Diana), Trabzuni, D. (Danyah), Trost, S. (Sarah), Turner, J. (Jessica), Heuvel, M. (Martijn) van den, Wee, N.J. (Nic) van der, Eijk, K.R. (Kristel) van, Erp, T.G.M. (Theo G.) van, Haren, N.E.M. (Neeltje E.) van, Ent, D. (Dennis) van 't, Tol, M.J.D. (Marie-José) van, Valdés Hernández, M.C. (Maria), Veltman, D.J. (Dick), Versace, A. (Amelia), Völzke, H. (Henry), Walker, R. (Robert), Walter, H.J. (Henrik), Wang, L. (Lei), Wardlaw, J.M. (J.), Weale, M.E. (Michael), Weiner, M.W. (Michael), Wen, W. (Wei), Westlye, L.T. (Lars), Whalley, H.C. (Heather), Whelan, C.D. (Christopher), White, T.J.H. (Tonya), Winkler, A.M. (Anderson), Wittfeld, K. (Katharina), Woldehawariat, G. (Girma), Björnsson, A. (Asgeir), Zilles, D. (David), Zwiers, M.P. (Marcel), Thalamuthu, A. (Anbupalam), Almeida, J.R. (Jorge), Schofield, C.J. (Christopher), Freimer, N.B. (Nelson), Lawrence, N.S. (Natalia), Drevets, D.A. (Douglas), Thompson, P.M. (Paul), Stein, J.L., Medland, S.E. (Sarah), Hibar, D.P. (Derrek), Vásquez, A.A. (Arias), Rentería, M.E. (Miguel), Toro, R. (Roberto), Jahanshad, N. (Neda), Schumann, G. (Gunter), Franke, B. (Barbara), Wright, M.J. (Margaret), Martin, N.G. (Nicholas), Agartz, I. (Ingrid), Alda, M. (Martin), Alhusaini, S. (Saud), Almasy, L. (Laura), Alpert, K. (Kathryn), Andreasen, N.C., Andreassen, O.A. (Ole), Apostolova, L.G. (Liana), Appel, K. (Katja), Armstrong, N.J. (Nicola), Aribisala, B. (Benjamin), Bastin, M.E. (Mark), Bauer, M. (Michael), Bearden, C.E. (Carrie), Bergmann, Ø. (Ørjan), Binder, E.B. (Elisabeth), Blangero, J. (John), Bockholt, H.J., Bøen, E. (Erlend), Bois, M. (Monique), Boomsma, D.I. (Dorret), Booth, T. (Tom), Bowman, I.J. (Ian), Bralten, L.B.C. (Linda), Brouwer, R.M. (Rachel), Brunner, H.G., Brohawn, D.G. (David), Buckner, M., Buitelaar, J.K. (Jan), Bulayeva, K. (Kazima), Bustillo, J., Calhoun, V.D. (Vince), Cannon, D.M. (Dara), Cantor, R.M., Carless, M.A. (Melanie), Caseras, X. (Xavier), Cavalleri, G. (Gianpiero), Chakravarty, M.M. (M. Mallar), Chang, K.D. (Kiki), Ching, C.R.K. (Christopher), Christoforou, A. (Andrea), Cichon, S. (Sven), Clark, V.P., Conrod, P. (Patricia), Coppola, D. (Domenico), Crespo-Facorro, B. (Benedicto), Curran, J.E. (Joanne), Czisch, M. (Michael), Deary, I.J. (Ian), Geus, E.J.C. (Eco) de, Braber, A. (Anouk) den, Delvecchio, G. (Giuseppe), Depondt, C. (Chantal), Haan, L. (Lieuwe) de, Zubicaray, G.I. (Greig) de, Dima, D. (Danai), Dimitrova, R. (Rali), Djurovic, S. (Srdjan), Dong, H. (Hongwei), Donohoe, D.J. (Dennis), Duggirala, A. (Aparna), Dyer, M.D. (Matthew), Ehrlich, S.M. (Stefan), Ekman, C.J. (Carl Johan), Elvsåshagen, T. (Torbjørn), Emsell, L. (Louise), Erk, S., Espeseth, T. (Thomas), Fagerness, J. (Jesen), Fears, S. (Scott), Fedko, I. (Iryna), Fernandez, G. (Guillén), Fisher, S.E. (Simon), Foroud, T. (Tatiana), Fox, P.T. (Peter), Francks, C. (Clyde), Frangou, S. (Sophia), Frey, E.M. (Eva Maria), Frodl, T. (Thomas), Frouin, V. (Vincent), Garavan, H. (Hugh), Giddaluru, S. (Sudheer), Glahn, D.C. (David), Godlewska, B. (Beata), Goldstein, R.Z. (Rita), Gollub, R.L. (Randy), Grabe, H.J. (Hans Jörgen), Grimm, O. (Oliver), Gruber, O. (Oliver), Guadalupe, T. (Tulio), Gur, R.E. (Raquel), Gur, R.C. (Ruben), Göring, H.H.H. (Harald), Hagenaars, S. (Saskia), Hajek, T. (Tomas), Hall, G.B. (Garry), Hall, J. (Jeremy), Hardy, J. (John), Hartman, C.A. (Catharina), Hass, J. (Johanna), Hatton, W., Haukvik, U.K. (Unn), Hegenscheid, K. (Katrin), Heinz, J. (Judith), Hickie, I.B. (Ian), Ho, B.C. (Beng ), Hoehn, D. (David), Hoekstra, P.J. (Pieter), Hollinshead, M. (Marisa), Holmes, A.J. (Avram), Homuth, G. (Georg), Hoogman, M. (Martine), Hong, L.E. (L.Elliot), Hosten, N. (Norbert), Hottenga, J.J. (Jouke Jan), Hulshoff Pol, H.E. (Hilleke), Hwang, K.S. (Kristy), Jack Jr., C.R. (Clifford), Jenkinson, S. (Sarah), Johnston, C., Jönsson, E.G. (Erik), Kahn, R.S. (René), Kasperaviciute, D. (Dalia), Kelly, S. (Steve), Kim, S. (Shinseog), Kochunov, P. (Peter), Koenders, L. (Laura), Krämer, B. (Bernd), Kwok, J.B.J. (John), Lagopoulos, J. (Jim), Laje, G. (Gonzalo), Landén, M. (Mikael), Landman, B.A. (Bennett), Lauriello, J., Lawrie, S. (Stephen), Lee, P.H. (Phil), Le Hellard, S. (Stephanie), Lemaître, H. (Herve), Leonardo, C.D. (Cassandra), Li, C.-S. (Chiang-shan), Liberg, B. (Benny), Liewald, D.C.M. (David), Liu, X. (Xinmin), Lopez, L.M. (Lorna), Loth, E. (Eva), Lourdusamy, A. (Anbarasu), Luciano, M. (Michelle), MacCiardi, F. (Fabio), Machielsen, M.W.J. (Marise), MacQueen, G.M. (Glenda), Malt, U.F. (Ulrik), Mandl, R. (René), Manoach, D.S. (Dara), Martinot, J.-L. (Jean-Luc), Matarin, M. (Mar), Mather, R., Mattheisen, M. (Manuel), Mattingsdal, M. (Morten), Meyer-Lindenberg, A., McDonald, C. (Colm), McIntosh, A.M. (Andrew), Mcmahon, F.J. (Francis J), Mcmahon, K.L. (Katie), Meisenzahl, E. (Eva), Melle, I. (Ingrid), Milaneschi, Y. (Yuri), Mohnke, S. (Sebastian), Montgomery, G.W. (Grant), Morris, D.W. (Derek W), Moses, E.K. (Eric), Mueller, B.A. (Bryon ), Muñoz Maniega, S. (Susana), Mühleisen, T.W. (Thomas), Müller-Myhsok, B. (Bertram), Mwangi, B. (Benson), Nauck, M. (Matthias), Nho, K. (Kwangsik), Nichols, T.E. (Thomas), Nilsson, L.G., Nugent, A.C. (Allison), Nyberg, L. (Lisa), Olvera, R.L. (Rene), Oosterlaan, J. (Jaap), Ophoff, R.A. (Roel), Pandolfo, M. (Massimo), Papalampropoulou-Tsiridou, M. (Melina), Papmeyer, M. (Martina), Paus, T. (Tomas), Pausova, Z. (Zdenka), Pearlson, G. (Godfrey), Penninx, B.W.J.H. (Brenda), Peterson, C.P. (Charles), Pfennig, A. (Andrea), Phillips, M. (Mary), Pike, G.B. (G Bruce), Poline, J.B. (Jean Baptiste), Potkin, S.G. (Steven), Pütz, B. (Benno), Ramasamy, A. (Adaikalavan), Rasmussen, J. (Jerod), Rietschel, M. (Marcella), Rijpkema, M. (Mark), Risacher, S.L. (Shannon), Roffman, J.L. (Joshua), Roiz-Santiañez, R. (Roberto), Romanczuk-Seiferth, N. (Nina), Rose, E.J. (Emma), Royle, N.A. (Natalie), Rujescu, D. (Dan), Ryten, M. (Mina), Sachdev, P.S. (Perminder), Salami, A. (Alireza), Satterthwaite, T.D. (Theodore), Savitz, J. (Jonathan), Saykin, A.J. (Andrew), Scanlon, C. (Cathy), Schmaal, L. (Lianne), Schnack, H. (Hugo), Schork, N.J. (Nicholas), Schulz, S.C. (S.Charles), Schür, R. (Remmelt), Seidman, L.J. (Larry), Shen, L. (Li), Shoemaker, L. (Lawrence), Simmons, A. (Andrew), Sisodiya, S.M. (Sanjay), Smith, C. (Colin), Smoller, J.W., Soares, J.C. (Jair), Sponheim, S.R. (Scott), Sprooten, R. (Roy), Starr, J.M. (John), Steen, V.M. (Vidar), Strakowski, S. (Stephen), Strike, L.T. (Lachlan), Sussmann, J. (Jessika), Sämann, P.G. (Philipp), Teumer, A. (Alexander), Toga, A.W. (Arthur), Tordesillas-Gutierrez, D. (Diana), Trabzuni, D. (Danyah), Trost, S. (Sarah), Turner, J. (Jessica), Heuvel, M. (Martijn) van den, Wee, N.J. (Nic) van der, Eijk, K.R. (Kristel) van, Erp, T.G.M. (Theo G.) van, Haren, N.E.M. (Neeltje E.) van, Ent, D. (Dennis) van 't, Tol, M.J.D. (Marie-José) van, Valdés Hernández, M.C. (Maria), Veltman, D.J. (Dick), Versace, A. (Amelia), Völzke, H. (Henry), Walker, R. (Robert), Walter, H.J. (Henrik), Wang, L. (Lei), Wardlaw, J.M. (J.), Weale, M.E. (Michael), Weiner, M.W. (Michael), Wen, W. (Wei), Westlye, L.T. (Lars), Whalley, H.C. (Heather), Whelan, C.D. (Christopher), White, T.J.H. (Tonya), Winkler, A.M. (Anderson), Wittfeld, K. (Katharina), Woldehawariat, G. (Girma), Björnsson, A. (Asgeir), Zilles, D. (David), Zwiers, M.P. (Marcel), Thalamuthu, A. (Anbupalam), Almeida, J.R. (Jorge), Schofield, C.J. (Christopher), Freimer, N.B. (Nelson), Lawrence, N.S. (Natalia), and Drevets, D.A. (Douglas)
Abstract: The Enhancing NeuroImaging Genetics through Meta-Analysis (ENIGMA) Consortium is a collaborative network of researchers working together on a range of large-scale studies that integrate data from 70 institutions worldwide. Organized into Working Groups that tackle questions in neuroscience, genetics, and medicine, ENIGMA studies have analyzed neuroimaging data from over 12,826 subjects. In addition, data from 12,171 individuals were provided by the CHARGE consortium for replication of findings, in a total of 24,997 subjects. By meta-analyzing results from many sites, ENIGMA has detected factors that affect the brain that no individual site could detect on its own, and that require larger numbers of subjects than any individual neuroimaging study has currently collected. ENIGMA's first project was a genome-wide association study identifying common variants in the genome associated with hippocampal volume or intracranial volume. Continuing work is exploring genetic associations with subcortical volumes (ENIGMA2) and white matter microstructure (ENIGMA-DTI). Working groups also focus on understanding how schizophrenia, bipolar illness, major depression and attention deficit/hyperactivity disorder (ADHD) affect the brain. We review the current progress of the ENIGMA Consortium, along with challenges and unexpected discoveries made on the way.
Published: 2014
Full Text: View/download PDF

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11 results on '"Glahn, D.C. (David)"'

1. Cortical thickness across the lifespan: Data from 17,075 healthy individuals aged 3–90 years

2. Subcortical volumes across the lifespan: Data from 18,605 healthy individuals aged 3–90 years

3. What we learn about bipolar disorder from large-scale neuroimaging: Findings and future directions from the ENIGMA Bipolar Disorder Working Group

4. ENIGMA and global neuroscience: A decade of large-scale studies of the brain in health and disease across more than 40 countries

5. Widespread white matter microstructural differences in schizophrenia across 4322 individuals: Results from the ENIGMA Schizophrenia DTI Working Group

6. Using structural MRI to identify bipolar disorders – 13 site machine learning study in 3020 individuals from the ENIGMA Bipolar Disorders Working Group

7. Cortical Brain Abnormalities in 4474 Individuals With Schizophrenia and 5098 Control Subjects via the Enhancing Neuro Imaging Genetics Through Meta Analysis (ENIGMA) Consortium

8. Study of 300,486 individuals identifies 148 independent genetic loci influencing general cognitive function

9. Novel genetic loci associated with hippocampal volume

10. Common genetic variants influence human subcortical brain structures

11. The ENIGMA Consortium: Large-scale collaborative analyses of neuroimaging and genetic data

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