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1. Fast and Robust Femur Segmentation from Computed Tomography Images for Patient-Specific Hip Fracture Risk Screening

Author

Bjornsson, Pall Asgeir, Baker, Alexander, Fleps, Ingmar, Pauchard, Yves, Palsson, Halldor, Ferguson, Stephen J., Sigurdsson, Sigurdur, Gudnason, Vilmundur, Helgason, Benedikt, and Ellingsen, Lotta Maria

Subjects
Electrical Engineering and Systems Science - Image and Video Processing, Computer Science - Computer Vision and Pattern Recognition
Abstract

Osteoporosis is a common bone disease that increases the risk of bone fracture. Hip-fracture risk screening methods based on finite element analysis depend on segmented computed tomography (CT) images; however, current femur segmentation methods require manual delineations of large data sets. Here we propose a deep neural network for fully automated, accurate, and fast segmentation of the proximal femur from CT. Evaluation on a set of 1147 proximal femurs with ground truth segmentations demonstrates that our method is apt for hip-fracture risk screening, bringing us one step closer to a clinically viable option for screening at-risk patients for hip-fracture susceptibility., Comment: This article has been accepted for publication in Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization, published by Taylor & Francis

Published
2022
Full Text
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3. 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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4. GWAS for executive function and processing speed suggests involvement of the CADM2 gene

Author

Ibrahim-Verbaas, C.A. (Carla), Bressler, J., Debette, S. (Stéphanie), Schuur, M. (Maaike), Smith, A.V. (Albert), Bis, J.C. (Joshua), Davies, G. (Gail), Trompet, S. (Stella), Smith, J.A., Björnsson, A. (Asgeir), Chibnik, L.B. (Lori), Liu, Y., Vitart, V. (Veronique), Kirin, M. (Mirna), Petrovic, K. (Katja), Polasek, O. (Ozren), Zgaga, L. (Lina), Fawns-Ritchie, C., Hoffmann, P. (Per), Karjalainen, J. (Juha), Lahti, J., Llewellyn, D.J., Schmidt, C.O. (Carsten O.), Mather, R., Chouraki, V. (Vincent), Sun, Q., Resnick, S.M. (Susan), Rose, L.M. (Lynda M.), Oldmeadow, C. (Christopher), Stewart, M., Smith, B.H., Gudnason, V. (Vilmundur), Yang, Q. (Qiong), Mirza, S.S. (Saira), Jukema, J.W., DeJager, P.L. (Philip L.), Harris, T.B. (Tamara), Liewald, D.C.M. (David), Amin, N. (Najaf), Coker, L.H. (Laura), Stegle, O. (Oliver), Lopez, O.L., Schmidt, R., Teumer, A. (Alexander), Ford, I., Karbalai, N. (Nazanin), Becker, J.T. (James), Jonsdottir, M.K. (Maria K.), Au, R., Fehrmann, R.S.N. (Rudolf), Herms, S. (Stefan), Nalls, M.A. (Michael), Zhao, W., Turner, S.T., Yaffe, K., Lohman, K. (Kurt), Swieten, J.C. (John) van, Kardia, S.L.R., Knopman, D.S. (David), Meeks, W.M. (William), Heiss, G. (Gerardo), Holliday, E.G. (Elizabeth), Schofield, P.W., Tanaka, T. (Toshiko), Stott, D.J. (David J.), Wang, J. (Jing), Ridker, P.M. (Paul), Gow, A.J., Pattie, A. (Alison), Starr, J.M. (John), Hocking, L.J., Armstrong, N.J. (Nicola), McLachlan, S. (Stela), Shulman, L. (Lee), Pilling, L.C. (Luke), Eiriksdottir, G. (Gudny), Scott, R.J., Kochan, N.A. (Nicole A.), Palotie, A., Hsieh, Y.-C. (Yi-Chen), Eriksson, J.G. (Johan G.), Penman, A.D. (Alan), Gottesman, R.F. (Rebecca), Oostra, B.A. (Ben), Yu, L., DeStefano, A.L. (Anita L.), Beiser, A., Garcia, M., Rotter, J.I., Nöthen, M.M., Hofman, A. (Albert), Slagboom, P.E. (Eline), Westendorp, R.G.J., Buckley, B.M. (Brendan M.), Wolf, P.A., Uitterlinden, A.G. (André), Psaty, B.M. (Bruce), Grabe, H.J. (Hans Jörgen), Bandinelli, S. (Stefania), Chasman, D.I. (Daniel), Grodstein, F. (Francine), Räikkönen, K. (Katri), Lambert, J.-C., Porteous, D.J. (David J.), Price, J.F. (Jackie F.), Sachdev, P.S. (Perminder), Ferrucci, L. (Luigi), Attia, J. (John), Rudan, I. (Igor), Hayward, C., Wright, A.F., Wilson, J.F. (James F), Cichon, S. (Sven), Franke, L. (Lude), Schmidt, H., Ding, J. (Jingzhong), Craen, A.J. (Anton) de, Fornage, M. (Myriam), Bennett, D.A. (David), Deary, I.J. (Ian), Ikram, M.A. (Arfan), Launer, L.J. (Lenore), Fitzpatrick, A.L., Seshadri, S. (Sudha), Duijn, C.M. (Cornelia) van, Mosley, T.H. (Thomas H.), Ibrahim-Verbaas, C.A. (Carla), Bressler, J., Debette, S. (Stéphanie), Schuur, M. (Maaike), Smith, A.V. (Albert), Bis, J.C. (Joshua), Davies, G. (Gail), Trompet, S. (Stella), Smith, J.A., Björnsson, A. (Asgeir), Chibnik, L.B. (Lori), Liu, Y., Vitart, V. (Veronique), Kirin, M. (Mirna), Petrovic, K. (Katja), Polasek, O. (Ozren), Zgaga, L. (Lina), Fawns-Ritchie, C., Hoffmann, P. (Per), Karjalainen, J. (Juha), Lahti, J., Llewellyn, D.J., Schmidt, C.O. (Carsten O.), Mather, R., Chouraki, V. (Vincent), Sun, Q., Resnick, S.M. (Susan), Rose, L.M. (Lynda M.), Oldmeadow, C. (Christopher), Stewart, M., Smith, B.H., Gudnason, V. (Vilmundur), Yang, Q. (Qiong), Mirza, S.S. (Saira), Jukema, J.W., DeJager, P.L. (Philip L.), Harris, T.B. (Tamara), Liewald, D.C.M. (David), Amin, N. (Najaf), Coker, L.H. (Laura), Stegle, O. (Oliver), Lopez, O.L., Schmidt, R., Teumer, A. (Alexander), Ford, I., Karbalai, N. (Nazanin), Becker, J.T. (James), Jonsdottir, M.K. (Maria K.), Au, R., Fehrmann, R.S.N. (Rudolf), Herms, S. (Stefan), Nalls, M.A. (Michael), Zhao, W., Turner, S.T., Yaffe, K., Lohman, K. (Kurt), Swieten, J.C. (John) van, Kardia, S.L.R., Knopman, D.S. (David), Meeks, W.M. (William), Heiss, G. (Gerardo), Holliday, E.G. (Elizabeth), Schofield, P.W., Tanaka, T. (Toshiko), Stott, D.J. (David J.), Wang, J. (Jing), Ridker, P.M. (Paul), Gow, A.J., Pattie, A. (Alison), Starr, J.M. (John), Hocking, L.J., Armstrong, N.J. (Nicola), McLachlan, S. (Stela), Shulman, L. (Lee), Pilling, L.C. (Luke), Eiriksdottir, G. (Gudny), Scott, R.J., Kochan, N.A. (Nicole A.), Palotie, A., Hsieh, Y.-C. (Yi-Chen), Eriksson, J.G. (Johan G.), Penman, A.D. (Alan), Gottesman, R.F. (Rebecca), Oostra, B.A. (Ben), Yu, L., DeStefano, A.L. (Anita L.), Beiser, A., Garcia, M., Rotter, J.I., Nöthen, M.M., Hofman, A. (Albert), Slagboom, P.E. (Eline), Westendorp, R.G.J., Buckley, B.M. (Brendan M.), Wolf, P.A., Uitterlinden, A.G. (André), Psaty, B.M. (Bruce), Grabe, H.J. (Hans Jörgen), Bandinelli, S. (Stefania), Chasman, D.I. (Daniel), Grodstein, F. (Francine), Räikkönen, K. (Katri), Lambert, J.-C., Porteous, D.J. (David J.), Price, J.F. (Jackie F.), Sachdev, P.S. (Perminder), Ferrucci, L. (Luigi), Attia, J. (John), Rudan, I. (Igor), Hayward, C., Wright, A.F., Wilson, J.F. (James F), Cichon, S. (Sven), Franke, L. (Lude), Schmidt, H., Ding, J. (Jingzhong), Craen, A.J. (Anton) de, Fornage, M. (Myriam), Bennett, D.A. (David), Deary, I.J. (Ian), Ikram, M.A. (Arfan), Launer, L.J. (Lenore), Fitzpatrick, A.L., Seshadri, S. (Sudha), Duijn, C.M. (Cornelia) van, and Mosley, T.H. (Thomas H.)

Abstract

To identify common variants contributing to normal variation in two specific domains of cognitive functioning, we conducted a genome-wide association study (GWAS) of executive functioning and information processing speed in non-demented older adults from the CHARGE (Cohorts for Heart and Aging Research in Genomic Epidemiology) consortium. Neuropsychological testing was available for 5429-32 070 subjects of European ancestry aged 45 years or older, free of dementia and clinical stroke at the time of cognitive testing from 20 cohorts in the discovery phase. We analyzed performance on the Trail Making Test parts A and B, the Letter Digit Substitution Test (LDST), the Digit Symbol Substitution Task (DSST), semantic and phonemic fluency tests, and the Stroop Color and Word Test. Replication was sought in 1311-21860 subjects from 20 independent cohorts. A significant association was observed in the discovery cohorts for the single-nucleotide polymorphism (SNP) rs17518584 (discovery P-value=3.12 × 10 -8) and in the joint discovery and replication meta-analysis (P-value=3.28 × 10 -9 after adjustment for age, gender and education) in an intron of the gene cell adhesion molecule 2 (CADM2) for performance on the LDST/DSST. Rs17518584 is located about 170 kb upstream of the transcription start site of the major transcript for the CADM2 gene, but is within an intron of a variant transcript that includes an alternative first exon. The variant is associated with expression of CADM2 in the cingulate cortex (P-value=4 × 10 -4). The protein encoded by CADM2 is involved in glutamate signaling (P-value=7.22 × 10 -15), gamma-aminobutyric acid (GABA) transport (P-value=1.36 × 10 -11) and neuron cell-cell adhesion (P-value=1.48 × 10 -13).

Published
2016
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5. 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
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6. 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
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