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102 results on '"Ratnakar, Varun"'

1. Towards Capturing Scientific Reasoning to Automate Data Analysis

Author

Gil, Yolanda, Khider, Deborah, Osorio, Maximiliano, Ratnakar, Varun, Vargas, Hernan, Garijo, Daniel, and Pierce, Suzanne

Subjects
Artificial Intelligence, Representation, Case studies, Computational Modeling, Logic
Abstract

This paper describes an initial cognitive framework that captures the reasoning involved in scientific data analyses, drawing from close collaborations with scientists in different domains over many years. The framework aims to automate data analysis for science. In doing so, existing large repositories of data could be continuously and systematically analyzed by machines, updating findings and potentially making new discoveries as new data becomes available. The framework consists of a cycle with six phases: formulating an investigation, initiating the investigation, getting data, analyzing data, aggregating results, and integrating findings. The paper also describes our implementation of this framework and illustrates it with examples from different science domains.

Published
2022

2. Towards Automated Hypothesis Testing in Neuroscience

Author

Garijo, Daniel, Fakhraei, Shobeir, Ratnakar, Varun, Yang, Qifan, Endrias, Hanna, Ma, Yibo, Wang, Regina, Bornstein, Michael, Bright, Joanna, Gil, Yolanda, Jahanshad, Neda, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Gadepally, Vijay, editor, Mattson, Timothy, editor, Stonebraker, Michael, editor, Wang, Fusheng, editor, Luo, Gang, editor, Laing, Yanhui, editor, and Dubovitskaya, Alevtina, editor

Published
2019
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3. A Controlled Crowdsourcing Approach for Practical Ontology Extensions and Metadata Annotations

Author

Gil, Yolanda, Garijo, Daniel, Ratnakar, Varun, Khider, Deborah, Emile-Geay, Julien, McKay, Nicholas, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, d'Amato, Claudia, editor, Fernandez, Miriam, editor, Tamma, Valentina, editor, Lecue, Freddy, editor, Cudré-Mauroux, Philippe, editor, Sequeda, Juan, editor, Lange, Christoph, editor, and Heflin, Jeff, editor

Published
2017
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4. Towards Automated Hypothesis Testing in Neuroscience

Author

Garijo, Daniel, primary, Fakhraei, Shobeir, additional, Ratnakar, Varun, additional, Yang, Qifan, additional, Endrias, Hanna, additional, Ma, Yibo, additional, Wang, Regina, additional, Bornstein, Michael, additional, Bright, Joanna, additional, Gil, Yolanda, additional, and Jahanshad, Neda, additional

Published
2019
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5. A Semantic, Task-Centered Collaborative Framework for Science

Author

Gil, Yolanda, Michel, Felix, Ratnakar, Varun, Hauder, Matheus, Hutchison, David, Editorial Board Member, Kanade, Takeo, Editorial Board Member, Kittler, Josef, Editorial Board Member, Kleinberg, Jon M., Editorial Board Member, Mattern, Friedemann, Editorial Board Member, Mitchell, John C., Editorial Board Member, Naor, Moni, Editorial Board Member, Pandu Rangan, C., Editorial Board Member, Terzopoulos, Demetri, Editorial Board Member, Tygar, Doug, Editorial Board Member, Weikum, Gerhard, Series Editor, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Gandon, Fabien, editor, Guéret, Christophe, editor, Villata, Serena, editor, Breslin, John, editor, Faron-Zucker, Catherine, editor, and Zimmermann, Antoine, editor

Published
2015
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6. Supporting Open Collaboration in Science Through Explicit and Linked Semantic Description of Processes

Author

Gil, Yolanda, Michel, Felix, Ratnakar, Varun, Read, Jordan, Hauder, Matheus, Duffy, Christopher, Hanson, Paul, Dugan, Hilary, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Gandon, Fabien, editor, Sabou, Marta, editor, Sack, Harald, editor, d’Amato, Claudia, editor, Cudré-Mauroux, Philippe, editor, and Zimmermann, Antoine, editor

Published
2015
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7. Mind Your Metadata: Exploiting Semantics for Configuration, Adaptation, and Provenance in Scientific Workflows

Author

Gil, Yolanda, Szekely, Pedro, Villamizar, Sandra, Harmon, Thomas C., Ratnakar, Varun, Gupta, Shubham, Muslea, Maria, Silva, Fabio, Knoblock, Craig A., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Nierstrasz, Oscar, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Sudan, Madhu, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Vardi, Moshe Y., Series editor, Weikum, Gerhard, Series editor, Aroyo, Lora, editor, Welty, Chris, editor, Alani, Harith, editor, Taylor, Jamie, editor, Bernstein, Abraham, editor, Kagal, Lalana, editor, Noy, Natasha, editor, and Blomqvist, Eva, editor

Published
2011
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9. Semantic Metadata Generation for Large Scientific Workflows

Author

Kim, Jihie, Gil, Yolanda, Ratnakar, Varun, Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Dough, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Cruz, Isabel, editor, Decker, Stefan, editor, Allemang, Dean, editor, Preist, Chris, editor, Schwabe, Daniel, editor, Mika, Peter, editor, Uschold, Mike, editor, and Aroyo, Lora M., editor

Published
2006
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10. Metadata Catalogs with Semantic Representations

Author

Gil, Yolanda, Ratnakar, Varun, Deelman, Ewa, Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Dough, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Moreau, Luc, editor, and Foster, Ian, editor

Published
2006
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15. Artificial Intelligence for Modeling Complex Systems: Taming the Complexity of Expert Models to Improve Decision Making

Author

Gil, Yolanda, primary, Garijo, Daniel, additional, Khider, Deborah, additional, Knoblock, Craig A., additional, Ratnakar, Varun, additional, Osorio, Maximiliano, additional, Vargas, Hernán, additional, Pham, Minh, additional, Pujara, Jay, additional, Shbita, Basel, additional, Vu, Binh, additional, Chiang, Yao-Yi, additional, Feldman, Dan, additional, Lin, Yijun, additional, Song, Hayley, additional, Kumar, Vipin, additional, Khandelwal, Ankush, additional, Steinbach, Michael, additional, Tayal, Kshitij, additional, Xu, Shaoming, additional, Pierce, Suzanne A., additional, Pearson, Lissa, additional, Hardesty-Lewis, Daniel, additional, Deelman, Ewa, additional, Silva, Rafael Ferreira Da, additional, Mayani, Rajiv, additional, Kemanian, Armen R., additional, Shi, Yuning, additional, Leonard, Lorne, additional, Peckham, Scott, additional, Stoica, Maria, additional, Cobourn, Kelly, additional, Zhang, Zeya, additional, Duffy, Christopher, additional, and Shu, Lele, additional

Published
2021
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17. Towards Knowledge Graphs of Research Software metadata

Author

Garijo, Daniel, Gil, Yolanda, Osorio, Maximiliano, Ratnakar, Varun, and Khider, Deborah

Abstract

Research software is a key asset for understanding, reusing and reproducing results in computational sciences. An increasing amount of software is stored in code repositories, which usually contain human readable instructions indicating how to use it and set it up. However, developers and researchers often need to spend a significant amount of time to understand how to invoke a software component, prepare data in the required format, and use it in combination with other software. In addition, this time investment makes it challenging to discover and compare software with similar functionality. In this talk I will describe our efforts to address these issues by creating and using Open Knowledge Graphs that describe research software in a machine readable manner. Our work includes: 1) an ontology that extends schema.org and codemeta, designed to describe software and the specific data formats it uses; 2) an approach to publish software metadata as an open knowledge graph, linked to other Web of Data objects; and 3) a framework for automatically extracting metadata from software repositories; and 4) a framework to curate, query, explore and compare research software metadata in a collaborative manner. The talk will illustrate our approach with real-world examples, including a domain application for inspecting and discovering hydrology, agriculture, and economic software models; and the results of our framework when enriching the research software entries in Zenodo.org.

Published
2020
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18. Genetic correlations and genome-wide associations of cortical structure in general population samples of 22,824 adults

Author

Hofer, Edith, Roshchupkin, Gennady V, Bernard, Manon, Grasby, Katrina L, Jahanshad, Neda, Painter, Jodie N, Colodro-Conde, Lucía, Bralten, Janita, Hibar, Derrek P, Lind, Penelope A, Pizzagalli, Fabrizio, Ching, Christopher R K, McMahon, Mary Agnes B, Bis, Joshua C, Shatokhina, Natalia, Zsembik, Leo C P, Agartz, Ingrid, Alhusaini, Saud, Almeida, Marcio A A, Alnæs, Dag, Amlien, Inge K, Andersson, Micael, Ard, Tyler, Armstrong, Nicola J, Gillespie, Nathan A, Ashley-Koch, Allison, Brouwer, Rachel M, Buimer, Elizabeth E L, Bülow, Robin, Bürger, Christian, Cannon, Dara M, Chakravarty, Mallar, Chen, Qiang, Cheung, Joshua W, Luciano, Michelle, Couvy-Duchesne, Baptiste, Dale, Anders M, Dalvie, Shareefa, de Araujo, Tânia K, de Zubicaray, Greig I, de Zwarte, Sonja M C, den Braber, Anouk, Doan, Nhat Trung, Dohm, Katharina, Ehrlich, Stefan, Mishra, Aniket, Engelbrecht, Hannah-Ruth, Erk, Susanne, Fan, Chun Chieh, Fedko, Iryna O, Foley, Sonya F, Ford, Judith M, Fukunaga, Masaki, Garrett, Melanie E, Ge, Tian, Giddaluru, Sudheer, Scholz, Markus, Goldman, Aaron L, Groenewold, Nynke A, Grotegerd, Dominik, Gurholt, Tiril P, Gutman, Boris A, Hansell, Narelle K, Harris, Mathew A, Harrison, Marc B, Haswell, Courtney C, Hauser, Michael, Teumer, Alexander, Herms, Stefan, Heslenfeld, Dirk J, Ho, New Fei, Hoehn, David, Hoffmann, Per, Holleran, Laurena, Hoogman, Martine, Hottenga, Jouke-Jan, Ikeda, Masashi, Janowitz, Deborah, Xia, Rui, Jansen, Iris E, Jia, Tianye, Jockwitz, Christiane, Kanai, Ryota, Karama, Sherif, Kasperaviciute, Dalia, Kaufmann, Tobias, Kelly, Sinead, Kikuchi, Masataka, Klein, Marieke, Jian, Xueqiu, Knapp, Michael, Knodt, Annchen R, Krämer, Bernd, Lam, Max, Lancaster, Thomas M, Lee, Phil H, Lett, Tristram A, Lewis, Lindsay B, Lopes-Cendes, Iscia, Mosley, Thomas H, Macciardi, Fabio, Marquand, Andre F, Mathias, Samuel R, Melzer, Tracy R, Milaneschi, Yuri, Mirza-Schreiber, Nazanin, Moreira, Jose C V, Mühleisen, Thomas W, Müller-Myhsok, Bertram, Najt, Pablo, Adams, Hieab H H, Saba, Yasaman, Nakahara, Soichiro, Nho, Kwangsik, Olde Loohuis, Loes M, Orfanos, Dimitri Papadopoulos, Pearson, John F, Pitcher, Toni L, Pütz, Benno, Ragothaman, Anjanibhargavi, Rashid, Faisal M, Redlich, Ronny, Pirpamer, Lukas, Reinbold, Céline S, Repple, Jonathan, Richard, Geneviève, Riedel, Brandalyn C, Risacher, Shannon L, Rocha, Cristiane S, Mota, Nina Roth, Salminen, Lauren, Saremi, Arvin, Saykin, Andrew J, Seiler, Stephan, Schlag, Fenja, Schmaal, Lianne, Schofield, Peter R, Secolin, Rodrigo, Shapland, Chin Yang, Shen, Li, Shin, Jean, Shumskaya, Elena, Sønderby, Ida E, Sprooten, Emma, Becker, James T, Strike, Lachlan T, Tansey, Katherine E, Thalamuthu, Anbupalam, Thomopoulos, Sophia I, Tordesillas-Gutiérrez, Diana, Turner, Jessica A, Uhlmann, Anne, Vallerga, Costanza Ludovica, van der Meer, Dennis, Carmichael, Owen, van Donkelaar, Marjolein M J, van Eijk, Liza, van Erp, Theo G M, van Haren, Neeltje E M, van Rooij, Daan, van Tol, Marie-José, Veldink, Jan H, Verhoef, Ellen, Walton, Esther, Wang, Mingyuan, Rotter, Jerome I, Wang, Yunpeng, Wardlaw, Joanna M, Wen, Wei, Westlye, Lars T, Whelan, Christopher D, Witt, Stephanie H, Wittfeld, Katharina, Wolf, Christiane, Wolfers, Thomas, Yasuda, Clarissa L, Psaty, Bruce M, Zaremba, Dario, Zhang, Zuo, Zhu, Alyssa H, Zwiers, Marcel P, Artiges, Eric, Assareh, Amelia A, Ayesa-Arriola, Rosa, Belger, Aysenil, Brandt, Christine L, Brown, Gregory G, Lopez, Oscar L, Cichon, Sven, Curran, Joanne E, Davies, Gareth E, Degenhardt, Franziska, Dietsche, Bruno, Djurovic, Srdjan, Doherty, Colin P, Espiritu, Ryan, Garijo, Daniel, Gil, Yolanda, Amin, Najaf, Gowland, Penny A, Green, Robert C, Häusler, Alexander N, Heindel, Walter, Ho, Beng-Choon, Hoffmann, Wolfgang U, Holsboer, Florian, Homuth, Georg, Hosten, Norbert, Jack, Clifford R, van der Lee, Sven J, Jang, MiHyun, Jansen, Andreas, Kolskår, Knut, Koops, Sanne, Krug, Axel, Lim, Kelvin O, Luykx, Jurjen J, Mathalon, Daniel H, Mather, Karen A, Mattay, Venkata S, Knol, Maria J, Yang, Qiong, Matthews, Sarah, Son, Jaqueline Mayoral Van, McEwen, Sarah C, Melle, Ingrid, Morris, Derek W, Mueller, Bryon A, Nauck, Matthias, Nordvik, Jan E, Nöthen, Markus M, O'Leary, Daniel S, Himali, Jayandra J, Opel, Nils, Martinot, Marie -Laure Paillère, Pike, G Bruce, Preda, Adrian, Quinlan, Erin B, Ratnakar, Varun, Reppermund, Simone, Steen, Vidar M, Torres, Fábio R, Veltman, Dick J, Maillard, Pauline, Voyvodic, James T, Whelan, Robert, White, Tonya, Yamamori, Hidenaga, Alvim, Marina K M, Ames, David, Anderson, Tim J, Andreassen, Ole A, Arias-Vasquez, Alejandro, Bastin, Mark E, Beiser, Alexa S, Baune, Bernhard T, Blangero, John, Boomsma, Dorret I, Brodaty, Henry, Brunner, Han G, Buckner, Randy L, Buitelaar, Jan K, Bustillo, Juan R, Cahn, Wiepke, Calhoun, Vince, DeCarli, Charles, Caseras, Xavier, Caspers, Svenja, Cavalleri, Gianpiero L, Cendes, Fernando, Corvin, Aiden, Crespo-Facorro, Benedicto, Dalrymple-Alford, John C, Dannlowski, Udo, de Geus, Eco J C, Deary, Ian J, Delanty, Norman, Depondt, Chantal, Desrivières, Sylvane, Donohoe, Gary, Espeseth, Thomas, Fernández, Guillén, Fisher, Simon E, Flor, Herta, Forstner, Andreas J, Francks, Clyde, Lewis, Lindsay, Franke, Barbara, Glahn, David C, Gollub, Randy L, Grabe, Hans J, Gruber, Oliver, Håberg, Asta K, Hariri, Ahmad R, Hartman, Catharina A, Hashimoto, Ryota, Heinz, Andreas, Harris, Mat, Hillegers, Manon H J, Hoekstra, Pieter J, Holmes, Avram J, Hong, L Elliot, Hopkins, William D, Hulshoff Pol, Hilleke E, Jernigan, Terry L, Jönsson, Erik G, Kahn, René S, Kennedy, Martin A, Kircher, Tilo T J, Kochunov, Peter, Kwok, John B J, Hellard, Stephanie Le, Martin, Nicholas G, Martinot, Jean -Luc, McDonald, Colm, McMahon, Katie L, Meyer-Lindenberg, Andreas, Morey, Rajendra A, Nyberg, Lars, Oosterlaan, Jaap, Ophoff, Roel A, Paus, Tomáš, Pausova, Zdenka, Penninx, Brenda W J H, Polderman, Tinca J C, Posthuma, Danielle, Rietschel, Marcella, Roffman, Joshua L, Lin, Honghuang, Veronica Witte, A., Rowland, Laura M, Sachdev, Perminder S, Sämann, Philipp G, Schumann, Gunter, Sim, Kang, Sisodiya, Sanjay M, Smoller, Jordan W, Sommer, Iris E, Pourcain, Beate St, Stein, Dan J, Beyer, Frauke, Toga, Arthur W, Trollor, Julian N, Van der Wee, Nic J A, van 't Ent, Dennis, Völzke, Henry, Walter, Henrik, Weber, Bernd, Weinberger, Daniel R, Wright, Margaret J, Zhou, Juan, Loeffler, Markus, Stein, Jason L, Thompson, Paul M, Medland, Sarah E, Kwok, John B, Trollor, Julian, Li, Shuo, Jiang, Jiyang, Vernooij, Meike W, Hofman, Albert, Uitterlinden, André G, Niessen, Wiro J, Völker, Uwe, Zare, Habil, Bruce Pike, G., Maingault, Sophie, Crivello, Fabrice, Tzourio, Christophe, Amouyel, Philippe, Mazoyer, Bernard, Neale, Michael C, Franz, Carol E, Lyons, Michael J, Ahmad, Shahzad, Panizzon, Matthew S, Logue, Mark, consortium, ENIGMA, Kremen, William S, Villringer, Arno, Satizabal, Claudia L, van Duijn, Cornelia M, Grabe, Hans, Longstreth, William T, Fornage, Myriam, Paus, Tomas, Debette, Stephanie, Ikram, M Arfan, Schmidt, Helena, Schmidt, Reinhold, Seshadri, Sudha, University of Graz, Medical University Graz, Erasmus University Medical Center [Rotterdam] (Erasmus MC), Boston University School of Medicine (BUSM), Boston University [Boston] (BU), School of Public Health [Boston], University of Texas Health Science Center, The University of Texas Health Science Center at Houston (UTHealth), The University of Texas at San Antonio (UTSA), Murdoch University, The Hospital for sick children [Toronto] (SickKids), University of Washington [Seattle], Virginia Commonwealth University (VCU), QIMR Berghofer Medical Research Institute, University of Edinburgh, Bordeaux population health (BPH), Université de Bordeaux (UB)-Institut de Santé Publique, d'Épidémiologie et de Développement (ISPED)-Institut National de la Santé et de la Recherche Médicale (INSERM), Universität Leipzig [Leipzig], Universität Greifswald - University of Greifswald, University of Mississippi Medical Center (UMMC), University of California [Davis] (UC Davis), University of California, University of Pittsburgh (PITT), Pennsylvania Commonwealth System of Higher Education (PCSHE), Pennington Biomedical Research Center, Louisiana State University (LSU), Los Angeles Biomedical Research Institute (LA BioMed), McGill University = Université McGill [Montréal, Canada], Max Planck Institute for Human Cognitive and Brain Sciences [Leipzig] (IMPNSC), Max-Planck-Gesellschaft, University of New South Wales [Sydney] (UNSW), Neuroscience Research Australia (NeuRA), The University of Sydney, University of Queensland [Brisbane], The Royal Melbourne Hospital, University of Melbourne, Harvard T.H. Chan School of Public Health, Delft University of Technology (TU Delft), German Research Center for Neurodegenerative Diseases - Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE), University of Toronto, University of Calgary, Institut des Maladies Neurodégénératives [Bordeaux] (IMN), Université de Bordeaux (UB)-Centre National de la Recherche Scientifique (CNRS), CHU Bordeaux [Bordeaux], Facteurs de Risque et Déterminants Moléculaires des Maladies liées au Vieillissement - U 1167 (RID-AGE), Institut Pasteur de Lille, Réseau International des Instituts Pasteur (RIIP)-Réseau International des Instituts Pasteur (RIIP)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Université de Lille-Centre Hospitalier Régional Universitaire [Lille] (CHRU Lille), Réseau International des Instituts Pasteur (RIIP), Centre Hospitalier Régional Universitaire [Lille] (CHRU Lille), University of California [San Diego] (UC San Diego), University of Oslo (UiO), Oslo University Hospital [Oslo], VA Boston Healthcare System, University of Southern California (USC), Radboud University Medical Center [Nijmegen], Radboud university [Nijmegen], Janssen Research & Development, University of North Carolina [Chapel Hill] (UNC), University of North Carolina System (UNC), Prince of Wales Hospital, University Hospital Leipzig, University of Oxford [Oxford], Holland Bloorview Kids Rehabilitation Hospital [Toronto, ON, Canada], Epidemiology, Medical Informatics, Radiology & Nuclear Medicine, Neurology, Complex Trait Genetics, Biological Psychology, Cognitive Psychology, IBBA, APH - Health Behaviors & Chronic Diseases, APH - Personalized Medicine, APH - Mental Health, APH - Methodology, Clinical Neuropsychology, Clinical Developmental Psychology, Amsterdam Neuroscience - Complex Trait Genetics, Movement Disorder (MD), Clinical Cognitive Neuropsychiatry Research Program (CCNP), General Paediatrics, ARD - Amsterdam Reproduction and Development, Karl-Franzens-Universität Graz, Universität Leipzig, University of California (UC), Radboud University [Nijmegen], University of Oxford, Psychiatry, Anatomy and neurosciences, Pediatric surgery, Human genetics, APH - Digital Health, and Karl-Franzens-Universität [Graz, Autriche]

Subjects
0301 basic medicine, Male, Genetics of the nervous system, Aging, General Physics and Astronomy, Genome-wide association study, Disease, VARIANTS, genetics [Mental Disorders], Genome-wide association studies, 0302 clinical medicine, Cognition, PARKINSONS-DISEASE, SCHIZOPHRENIA, 80 and over, 2.1 Biological and endogenous factors, Aetiology, lcsh:Science, Aged, 80 and over, education.field_of_study, Multidisciplinary, ENIGMA consortium, Mental Disorders, Brain, Neurodegenerative Diseases, Genomics, Single Nucleotide, Middle Aged, Biobank, ALZHEIMERS-DISEASE, Phenotype, VINTAGE, Neurology, Chromosome Structures, Schizophrenia, genetics [Aging], Neurological, [SDV.NEU]Life Sciences [q-bio]/Neurons and Cognition [q-bio.NC], Female, ddc:500, Biotechnology, Adult, Science, geentics of the nervous system, 1.1 Normal biological development and functioning, Population, SURFACE-AREA, ORGANIZATION, Biology, Polymorphism, Single Nucleotide, General Biochemistry, Genetics and Molecular Biology, Article, 03 medical and health sciences, SDG 3 - Good Health and Well-being, Underpinning research, THICKNESS, medicine, Genetics, Humans, Polymorphism, education, HEALTHY, METAANALYSIS, Aged, Neurodevelopmental disorders Donders Center for Medical Neuroscience [Radboudumc 7], [SDV.GEN.GPO]Life Sciences [q-bio]/Genetics/Populations and Evolution [q-bio.PE], Genetic heterogeneity, neurology, Human Genome, Neurosciences, General Chemistry, Heritability, medicine.disease, Brain Disorders, INDIVIDUALS, 030104 developmental biology, [SDV.GEN.GH]Life Sciences [q-bio]/Genetics/Human genetics, Evolutionary biology, genetics [Neurodegenerative Diseases], VOLUME, genome-wide association studies, lcsh:Q, 030217 neurology & neurosurgery, Genome-Wide Association Study
Abstract

Cortical thickness, surface area and volumes vary with age and cognitive function, and in neurological and psychiatric diseases. Here we report heritability, genetic correlations and genome-wide associations of these cortical measures across the whole cortex, and in 34 anatomically predefined regions. Our discovery sample comprises 22,824 individuals from 20 cohorts within the Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) consortium and the UK Biobank. We identify genetic heterogeneity between cortical measures and brain regions, and 160 genome-wide significant associations pointing to wnt/β-catenin, TGF-β and sonic hedgehog pathways. There is enrichment for genes involved in anthropometric traits, hindbrain development, vascular and neurodegenerative disease and psychiatric conditions. These data are a rich resource for studies of the biological mechanisms behind cortical development and aging., Cortex morphology varies with age, cognitive function, and in neurological and psychiatric diseases. Here the authors report 160 genome-wide significant associations with thickness, surface area and volume of the total cortex and 34 cortical regions from a GWAS meta-analysis in 22,824 adults.

Published
2020

19. The genetic architecture of the human cerebral cortex

Author

Grasby, Katrina L, Jahanshad, Neda, Shatokhina, Natalia, Mirza-Schreiber, Nazanin, Moreira, Jose C V, Mühleisen, Thomas W, Müller-Myhsok, Bertram, Najt, Pablo, Nakahara, Soichiro, Nho, Kwangsik, Olde Loohuis, Loes M, Orfanos, Dimitri Papadopoulos, Pearson, John F, Zsembik, Leo C P, Pitcher, Toni L, Pütz, Benno, Quidé, Yann, Ragothaman, Anjanibhargavi, Rashid, Faisal M, Reay, William R, Redlich, Ronny, Reinbold, Céline S, Repple, Jonathan, Richard, Geneviève, Thomopoulos, Sophia I, Riedel, Brandalyn C, Risacher, Shannon L, Rocha, Cristiane S, Mota, Nina Roth, Salminen, Lauren, Saremi, Arvin, Saykin, Andrew J, Schlag, Fenja, Schmaal, Lianne, Schofield, Peter R, Zhu, Alyssa H, Secolin, Rodrigo, Shapland, Chin Yang, Shen, Li, Shin, Jean, Shumskaya, Elena, Sønderby, Ida E, Sprooten, Emma, Tansey, Katherine E, Teumer, Alexander, Thalamuthu, Anbupalam, Strike, Lachlan T, Tordesillas-Gutiérrez, Diana, Turner, Jessica A, Uhlmann, Anne, Vallerga, Costanza Ludovica, van der Meer, Dennis, van Donkelaar, Marjolein M J, van Eijk, Liza, van Erp, Theo G M, van Haren, Neeltje E M, van Rooij, Daan, Agartz, Ingrid, van Tol, Marie-José, Veldink, Jan H, Verhoef, Ellen, Walton, Esther, Wang, Mingyuan, Wang, Yunpeng, Wardlaw, Joanna M, Wen, Wei, Westlye, Lars T, Whelan, Christopher D, Alhusaini, Saud, Witt, Stephanie H, Wittfeld, Katharina, Wolf, Christiane, Wolfers, Thomas, Wu, Jing Qin, Yasuda, Clarissa L, Zaremba, Dario, Zhang, Zuo, Zwiers, Marcel P, Artiges, Eric, Almeida, Marcio A A, Assareh, Amelia A, Ayesa-Arriola, Rosa, Belger, Aysenil, Brandt, Christine L, Brown, Gregory G, Cichon, Sven, Curran, Joanne E, Davies, Gareth E, Degenhardt, Franziska, Dennis, Michelle F, Alnæs, Dag, Dietsche, Bruno, Djurovic, Srdjan, Doherty, Colin P, Espiritu, Ryan, Garijo, Daniel, Gil, Yolanda, Gowland, Penny A, Green, Robert C, Häusler, Alexander N, Heindel, Walter, Amlien, Inge K, Ho, Beng-Choon, Hoffmann, Wolfgang U, Holsboer, Florian, Homuth, Georg, Hosten, Norbert, Jack, Clifford R, Jang, MiHyun, Jansen, Andreas, Kimbrel, Nathan A, Kolskår, Knut, Painter, Jodie N, Andersson, Micael, Koops, Sanne, Krug, Axel, Lim, Kelvin O, Luykx, Jurjen J, Mathalon, Daniel H, Mather, Karen A, Mattay, Venkata S, Matthews, Sarah, Mayoral Van Son, Jaqueline, McEwen, Sarah C, Ard, Tyler, Melle, Ingrid, Morris, Derek W, Mueller, Bryon A, Nauck, Matthias, Nordvik, Jan E, Nöthen, Markus M, O'Leary, Daniel S, Opel, Nils, Martinot, Marie-Laure Paillère, Pike, G Bruce, Armstrong, Nicola J, Preda, Adrian, Quinlan, Erin B, Rasser, Paul E, Ratnakar, Varun, Reppermund, Simone, Steen, Vidar M, Tooney, Paul A, Torres, Fábio R, Veltman, Dick J, Voyvodic, James T, Ashley-Koch, Allison, Whelan, Robert, White, Tonya, Yamamori, Hidenaga, Adams, Hieab H H, Bis, Joshua C, Debette, Stephanie, Decarli, Charles, Fornage, Myriam, Gudnason, Vilmundur, Hofer, Edith, Atkins, Joshua R, Ikram, M Arfan, Launer, Lenore, Longstreth, W. T., Lopez, Oscar L, Mazoyer, Bernard, Mosley, Thomas H, Roshchupkin, Gennady V, Satizabal, Claudia L, Schmidt, Reinhold, Seshadri, Sudha, Bernard, Manon, Yang, Qiong, Initiative, Alzheimer’s Disease Neuroimaging, Consortium, CHARGE, Consortium, EPIGEN, Consortium, IMAGEN, Consortium, SYS, Initiative, Parkinson’s Progression Markers, Alvim, Marina K M, Ames, David, Anderson, Tim J, Brouwer, Rachel M, Andreassen, Ole A, Arias-Vasquez, Alejandro, Bastin, Mark E, Baune, Bernhard T, Beckham, Jean C, Blangero, John, Boomsma, Dorret I, Brodaty, Henry, Brunner, Han G, Buckner, Randy L, Buimer, Elizabeth E L, Buitelaar, Jan K, Bustillo, Juan R, Cahn, Wiepke, Cairns, Murray J, Calhoun, Vince, Carr, Vaughan J, Caseras, Xavier, Caspers, Svenja, Cavalleri, Gianpiero L, Cendes, Fernando, Bülow, Robin, Corvin, Aiden, Crespo-Facorro, Benedicto, Dalrymple-Alford, John C, Dannlowski, Udo, de Geus, Eco J C, Deary, Ian J, Delanty, Norman, Depondt, Chantal, Desrivières, Sylvane, Donohoe, Gary, Bürger, Christian, Espeseth, Thomas, Fernández, Guillén, Fisher, Simon E, Flor, Herta, Forstner, Andreas J, Francks, Clyde, Franke, Barbara, Glahn, David C, Gollub, Randy L, Grabe, Hans J, Colodro-Conde, Lucía, Cannon, Dara M, Gruber, Oliver, Håberg, Asta K, Hariri, Ahmad R, Hartman, Catharina A, Hashimoto, Ryota, Heinz, Andreas, Henskens, Frans A, Hillegers, Manon H J, Hoekstra, Pieter J, Holmes, Avram J, Chakravarty, Mallar, Hong, L Elliot, Hopkins, William D, Hulshoff Pol, Hilleke E, Jernigan, Terry L, Jönsson, Erik G, Kahn, René S, Kennedy, Martin A, Kircher, Tilo T J, Kochunov, Peter, Kwok, John B J, Chen, Qiang, Le Hellard, Stephanie, Loughland, Carmel M, Martin, Nicholas G, Martinot, Jean-Luc, McDonald, Colm, McMahon, Katie L, Meyer-Lindenberg, Andreas, Michie, Patricia T, Morey, Rajendra A, Mowry, Bryan, Cheung, Joshua W, Nyberg, Lars, Oosterlaan, Jaap, Ophoff, Roel A, Pantelis, Christos, Paus, Tomas, Pausova, Zdenka, Penninx, Brenda W J H, Polderman, Tinca J C, Posthuma, Danielle, Rietschel, Marcella, Couvy-Duchesne, Baptiste, Roffman, Joshua L, Rowland, Laura M, Sachdev, Perminder S, Sämann, Philipp G, Schall, Ulrich, Schumann, Gunter, Scott, Rodney J, Sim, Kang, Sisodiya, Sanjay M, Smoller, Jordan W, Dale, Anders M, Sommer, Iris E, St Pourcain, Beate, Stein, Dan J, Toga, Arthur W, Trollor, Julian N, Van der Wee, Nic J A, van 't Ent, Dennis, Völzke, Henry, Walter, Henrik, Weber, Bernd, Dalvie, Shareefa, Weinberger, Daniel R, Wright, Margaret J, Zhou, Juan, Stein, Jason L, Thompson, Paul M, Medland, Sarah E, Consortium, Enhancing NeuroImaging Genetics through Meta-Analysis, Witte, A Veronica, Darin, Abigail, Fleisher, Adam, de Araujo, Tânia K, Pierce, Aimee, Mintz, Akiva, Lerner, Alan, Reith, Alastair D, Hofman, Albert, Espay, Alberto, Ihlenfeld, Albrecht, Ing, Alex, Iranzo, Alex, Beiser, Alexa S, de Zubicaray, Greig I, Norbash, Alexander, Barbot, Alexis, Rudolph, Alice, Portillo, Alicia, Chalker, Alison, Levey, Allan I, Rosen, Allyson, Smith, Amanda, Catafau, Ana, de Zwarte, Sonja M C, Ulysse, Anaztasia, Uitterlinden, André G, Becker, Andreas, Budson, Andrew E, Kertesz, Andrew, Siderowf, Andrew, Bralten, Janita, den Braber, Anouk, Singleton, Andrew, James, Angela, Oliver, Angela, Mishra, Aniket, Hake, Ann Marie, Burke, Anna, Sarrael, Antero, Porsteinsson, Anton P, Stringaris, Argyris, McCoy, Arita, Doan, Nhat Trung, Villringer, Arno, Lenahan, Art, Toga, Arthur, Bokde, Arun, Rawlins, Ashlee, Lamb, Ashley, Lee, Athena, Raj, Balebail Ashok, Tran, Baochan, Dohm, Katharina, Ruggeri, Barbara, Saba, Barbara, Lane, Barton, Yanez, Beatriz, Ances, Beau, Dunlop, Becky, Mudge, Benita, Ravina, Bernard, Ittermann, Bernd, Ehrlich, Stefan, van Noort, Betteke, Lind, Betty, Shah, Bina, Stefanovic, Bojana, Goldstein, Bonnie S, Bonakdarpour, Borna, Matthews, Brandy R, Borowski, Bret, Ott, Brian R, Reynolds, Brigid, Engelbrecht, Hannah-Ruth, Mollenhauer, Brit, Miller, Bruce L, Psaty, Bruce M, Spann, Bryan M, Sadowsky, Carl, Linder, Carly, Franz, Carol E, Tanner, Caroline, Kopil, Catherine, Thomas, Cathi-Ann, Erk, Susanne, Ward, Chad, Bernick, Charles, Smith, Charles D, DeCarli, Charles, Caspell, Chelsea, Deeley, Cheryl, Riordan, Cheryl, Mathis, Chet, Onyike, Chiadi, Heyn, Chris Chinthaka, Fan, Chun Chieh, Hosein, Chris, Leach, Christi, Bÿchel, Christian, Gigliotti, Christina, Hunter, Christine, Belden, Christine M, Tzourio, Christophe, Coffey, Christopher, van Dyck, Christopher H, Clark, Christopher M, Fedko, Iryna O, Wu, Chuang-Kuo, Albers, Colleen S, Chu, Congying, Brand, Connie, Isensee, Corinna, van Duijn, Cornelia M, Bishop, Courtney, Bodge, Courtney, Foley, Sonya F, Tatsuoka, Curtis, Casaceli, Cynthia, Carlsson, Cynthia M, Mathews, Dana, D'Agostino, Daniel, Silverman, Daniel H S, Marson, Daniel, Berg, Daniela, Harvey, Danielle, Jennings, Danna, Ford, Judith M, Wolk, David A, Goldstein, David B, Bachman, David, Brooks, David, Clark, David, Geldmacher, David, Hart, David, Holtzman, David, Jones, David, Hibar, Derrek P, Fukunaga, Masaki, Knopman, David, Hewitt, David L, Perry, David, Russell, David, Standaert, David, Winkfield, David, Green, Davis Robert C, Fontaine, Deborah, Miller, Delwyn D, Gessert, Devon, Garrett, Melanie E, Kerwin, Diana, Willeke, Diana, Drost, Dick, Papadopoulos, Dimitri, Rowe, Dominic, Simpson, Donna M, Muni, Donna, Galasko, Douglas, Scharre, Douglas W, Fillmer, Ariane, Ge, Tian, Bartha, Rob, Celmins, Dzintra, Zimmerman, Earl A, Teng, Edmond, Tolosa, Eduardo, Coleman, Edward, Zamrini, Edward, Mitsis, Effie, Finger, Elizabeth, Giddaluru, Sudheer, Oates, Elizabeth, Sosa, Elizabeth, Woo, Ellen, Rogalski, Emily, Lethbridge, Emma, Dooley, Eoin, Foster, Eric, Reiman, Eric M, Quinlan, Erin Burke, Goldman, Aaron L, Franklin, Erin, Heinzen, Erin L, Fletcher, Evan, Sprenger, Fabienne, Crivello, Fabrice, Biondo, Francesca, Parfitt, Francine, Hefti, Franz, Beyer, Frauke, Nees, Frauke, Green, Melissa J, Leonard, Gabriel, Robert, Gabriel, Thai, Gaby, Marshall, Gad A, Barker, Gareth, Conrad, Gary, Tremont, Geoffrey, Bartzokis, George, Groenewold, Nynke A, Hsiung, Ging-Yuek Robin, Malferrari, Giulia, Chiang, Gloria, Pearlson, Godfrey D, Liang, Grace, Jicha, Greg, Sorensen, Greg, Todd, Gretchen, Jimenez, Gustavo, Grotegerd, Dominik, Zare, Habil, Grabe, Hans Jörgen, Vanderswag, Helen, Schmidt, Helena, Venkov, Heli, Lemaitre, Hervé, Gurholt, Tiril P, Grossman, Hillel, Shill, Holly, Soares, Holly, Lin, Honghuang, Capote, Horacio, Bergman, Howard, Chertkow, Howard, Feldman, Howard, Fillit, Howard, Rosen, Howard J, Gutman, Boris A, Koleva, Hristina, Fernandez, Hubert, Garavan, Hugh, Shim, Hyungsub, Grachev, Igor D, Richard, Irene, Filippi, Irina, Rachinsky, Irina, Wurster, Isabel, Lind, Penelope A, Hansell, Narelle K, Mintzer, Jacobo, Ziolkowski, Jaimie, Brewer, James, Lah, James J, Leverenz, James, Becker, James T, Tetrud, James, Singleton-Garvin, Jamika, Egebjerg, Jan, Cellar, Janet S, Harris, Mathew A, Pentilla, Jani, Brosch, Jared R, Tinklenberg, Jared, Karlawish, Jason H, Meyer, Javier Villanueva, Himali, Jayandra J, Poline, Jean-Baptiste, Gunter, Jeff, Kaye, Jeffrey A, Harrison, Marc B, Dalley, Jeffrey, Burns, Jeffrey M, Petrella, Jeffrey R, Mule, Jennifer, Salazar, Jennifer, Rotter, Jerome I, Yesavage, Jerome, Cedarbaum, Jesse, Jiang, Jiyang, Haswell, Courtney C, Allard, Joanne, Lord, Joanne L, Hetelle, Joel, Kwok, John B, Brockington, John, Morris, John C, Hsiao, John, Morris, John, Olichney, John, Trojanowki, John Q, Hauser, Michael, Rogers, John, Seibyl, John, Yankey, Jon, Dubow, Jordan S, Jankovic, Joseph, Quinn, Joseph, Kass, Joseph S, Taylor, Joy L, Heidebrink, Judith L, Herms, Stefan, Trollor, Julian, Fröhner, Juliane, Anderson, Karen, Blank, Karen, Crawford, Karen, Smith, Karen Ekstam, Bell, Karen L, Williams, Karen, Kieburtz, Karl, Heslenfeld, Dirk J, Gauss, Katharina, Gloer, Katherine, Johnson, Kathleen, Tingus, Kathleen, DeMarco, Kathryn, Sink, Kaycee M, Hawkins, Keith A, Johnson, Keith A, Kantarci, Kejal, Ho, New Fei, Faber, Kelley, Harless, Kelly, Makino, Kelly M, Marek, Kenneth, Spicer, Kenneth, Shianna, Kevin, Chen, Kewei, Nam, Ki Won, Martin, Kim, Poki-Walker, Kim, Hoehn, David, Seppi, Klaus, Johnson, Kris, Fargher, Kristin, Lipowski, Kristine, Espay, Kristy, Womack, Kyle, Chahine, Lama, Flashman, Laura A, Daedelow, Laura, Hoffmann, Per, Leary, Laura, Beckett, Laurel, Honig, Lawrence S, Thal, Leon, Shaw, Leslie M, Kuller, Lew, Apostolova, Liana, Teodoro, Liberty, Rees, Linda, Pizzagalli, Fabrizio, Holleran, Laurena, Lewis, Lindsay, Hergesheimer, Lindsey, Silbert, Lisa C, Ravdin, Lisa, Taylor-Reinwald, Lisa, Uribe, Liz, Schneider, Lon S, Daiello, Lori A, Richer, Louis, Poustka, Luise, Hoogman, Martine, Pirpamer, Lukas, Mesulam, M Marcel, Ismail, M Saleem, Ranola, Madelaine, Korecka, Magdalena, Raichle, Marc, Seltzer, Marc, van der Brug, Marcel, Hottenga, Jouke-Jan, Mesulam, Marek-Marsel, Carrillo, Maria, Carroll, Maria, Knol, Maria J, Kataki, Maria, Greig-Custo, Maria T, Paillere, Marie-Laure, Albert, Marilyn, Love, Marissa Natelson, Ikeda, Masashi, Mintun, Mark A, Frasier, Mark, Logue, Mark, Minton, Mark, Loeffler, Markus, Scholz, Markus, Baca, Marne, Farlow, Martin R, Sadowski, Martin, Janowitz, Deborah, Creech, Mary L, Hynes, Mary L, Quiceno, Mary, Oakley, MaryAnn, Harris, Mat, Senjem, Matt, Bernstein, Matthew, Panizzon, Matthew S, Stern, Matthew, Becerra, Mauricio, Jansen, Iris E, Witbracht, Megan, Vernooij, Meike W, Brandabur, Melanie, Keltz, Melanie, Lamar, Melissa, Yang, Mia, Ahlijanian, Michael, Borrie, Michael, Neale, Michael C, Donohue, Michael, Jia, Tianye, Lyons, Michael J, Lin, Michael, Rapp, Michael, Smolka, Michael, Weiner, Michael W, Weiner, Michael, Figurski, Michal, Perron, Michel, Assaly, Michele, Luciano, Michelle, Jockwitz, Christiane, Rainka, Michelle, Dang, Mimi, Sheikh, Mohammed O, Ghanbari, Mohsen, Gaikwad, Mrunalini, Chowdhury, Munir, Trncic, Nadira, Amin, Najaf, Johnson, Nancy, Kanai, Ryota, Kowalksi, Nancy, Monahan, Nancy, Gillespie, Nathan A, Pacini, Nathaniel, Buckholtz, Neil, Kowall, Neil, Graff-Radford, Neill R, Fox, Nick, Pavese, Nicola, Karama, Sherif, Cairns, Nigel J, Schuff, Norbert, Foster, Norm, Relkin, Norman, Oyonumo, Ntekim E, Pomara, Nunzio, James, Olga, Ogunlana, Olu, Ching, Christopher R K, Kasperaviciute, Dalia, Carmichael, Owen, Doraiswamy, P Murali, Casalin, Paola, Barone, Paolo, Fatica, Parianne, Conrod, Patricia, Johnson, Patricia Lynn, Samuels, Patricia, Aisen, Paul, Malloy, Paul, Kaufmann, Tobias, Thompson, Paul, Ogrocki, Paula, Bezivin-Frere, Pauline, Maillard, Pauline, Fontoura, Paulo, Taylor, Peggy, Hogarth, Penelope, Gowland, Penny, Davies, Peter, Kelly, Sinead, Hardy, Peter, Snyder, Peter J, Snyder, Peter, Amouyel, Philippe, Muglia, Pierandrea, Tariot, Pierre, Lu, Po H, Varma, Pradeep, Vemuri, Prashanthi, Kikuchi, Masataka, Doody, Rachelle S, Carter, Raina, Shah, Raj C, Griffith, Randall, Yeh, Randy, Duara, Ranjan, Tarawneh, Rawan, James, Raymond, Turner, Raymond Scott, Klein, Marieke, Hernando, Raymundo, Silverstein, Rebecca, Sperling, Reisa A, Wilson, Renee, Carson, Richard E, Frank, Richard, El Khouli, Riham, Koeppe, Robert A, Santulli, Robert B, Knapp, Michael, Hauser, Robert, Umek, Robert, Radtke, Rodney, Killiany, Ronald, Petersen, Ronald, Rodriguez, Rosemarie, Miranda, Ruben, Knodt, Annchen R, Bruehl, Ruediger, Xia, Rui, Swerdlow, Russell H, Ottmann, Ruth, Millenet, Sabina, Borges-Neto, Salvador, Frank, Samuel, Black, Sandra, Weintraub, Sandra, Obradov, Sanja, Krämer, Bernd, Asthana, Sanjay, Vaishnavi, Sanjeev, Dolen, Sara, Mason, Sara S, Hohmann, Sarah, Kremen, Sarah, Miller, Sarah, Walter, Sarah, Herring, Scott, Neu, Scott, Lam, Max, Aydin, Semiha, Ahmad, Shahzad, Harlan, Sherry, Sirrel, Sherye A, Lasch, Shirley, Hu, Shu-Ching, Li, Shuo, Kittur, Smita, Chowdhury, Sohini, Lancaster, Thomas M, Pawluczyk, Sonia, Maingault, Sophie, Schneider, Stacy, Seiler, Stephan, Guthrie, Stephanie, Kielb, Stephanie, Reeder, Stephanie, Correia, Stephen, Pasternak, Stephen, McMahon, Mary Agnes B, Lee, Phil H, Salloway, Stephen, Johnson, Sterling, Williams, Steve, Chao, Steven, Arnold, Steven E, Paul, Steven, Potkin, Steven, Factor, Stewart, Isaacson, Stuart, Lett, Tristram A, Kim, Sungeun, Ainscough, Susan, Schultz, Susan K, Landau, Susan, Mendick, Susan, Rountree, Susan, Ostrowizki, Suzanne, Veillette, Suzanne, van der Lee, Sven J, Desrivieres, Sylvane, Lewis, Lindsay B, Lee, T-Y, Simuni, Tanya, Foroud, Tatiana, Foroud, Tatiana M, Wong, Terence Z, Villena, Teresa, Comery, Thomas, Obisesan, Thomas O, Lopes-Cendes, Iscia, Banaschewski, Tobias, Sherer, Todd, Montine, Tom, Paus, Tomáš, Robbins, Trevor, Bromberg, Uli, Völker, Uwe, Pavlik, Valory, Arnedo, Vanessa, Kiyasova, Vera, Bates, Vernice, Logovinsky, Veronika, Sossi, Vesna, Shibley, Victoria, Frouin, Vincent, Lee, Virginia, Poewe, Werner, Jagust, William, Brooks, William M, Macciardi, Fabio, Pavlosky, William, Potter, William, Kremen, William S, Longstreth, William T, Niessen, Wiro J, Jian, Xueqiu, Stern, Yaakov, Saba, Yasaman, Cabrera, Yuliana, Grimmer, Yvonne, Marquand, Andre F, Khachaturian, Zaven, Mari, Zoltan, Mathias, Samuel R, Melzer, Tracy R, Milaneschi, Yuri, Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Guided Treatment in Optimal Selected Cancer Patients (GUTS), Clinical Cognitive Neuropsychiatry Research Program (CCNP), Movement Disorder (MD), Alzheimer’s Disease Neuroimaging Initiative, CHARGE Consortium, EPIGEN Consortium, IMAGEN Consortium, SYS Consortium, Parkinson’s Progression Markers Initiative, Stochastics, Biological Psychology, APH - Health Behaviors & Chronic Diseases, APH - Mental Health, Science and Society, Cognitive Psychology, IBBA, APH - Personalized Medicine, Complex Trait Genetics, APH - Methodology, Clinical Neuropsychology, Sociology and Social Gerontology, Amsterdam Neuroscience - Complex Trait Genetics, RS: MHeNs - R2 - Mental Health, Psychiatrie & Neuropsychologie, Klinische Genetica, RS: GROW - R4 - Reproductive and Perinatal Medicine, MUMC+: DA Klinische Genetica (5), Neurology, Psychiatry, Pediatric surgery, Amsterdam Reproduction & Development (AR&D), Human genetics, APH - Digital Health, Psychology, Precision Medicine Institute of Psychiatry, Child and Adolescent Psychiatry / Psychology, Radiology & Nuclear Medicine, Clinical Genetics, Epidemiology, Medical Informatics, Service NEUROSPIN (NEUROSPIN), Université Paris-Saclay-Direction de Recherche Fondamentale (CEA) (DRF (CEA)), Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA), Neurodegeneratives Diseases Institute (IMN-UMR CNRS 5293), Centre National de la Recherche Scientifique (CNRS), General Paediatrics, ARD - Amsterdam Reproduction and Development, Direction de Recherche Fondamentale (CEA) (DRF (CEA)), and Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université Paris-Saclay

Subjects
0301 basic medicine, Netherlands Twin Register (NTR), [SDV]Life Sciences [q-bio], LOCI, Genome-wide association study, Brain mapping, 0302 clinical medicine, Cognition, Cortex (anatomy), ComputingMilieux_MISCELLANEOUS, Cerebral Cortex, 0303 health sciences, Brain Mapping, Multidisciplinary, COMMON VARIANTS, Parkinson Disease, Organ Size, Central sulcus, Magnetic Resonance Imaging, medicine.anatomical_structure, Cerebral cortex, Neuroinformatics, EXPRESSION, endocrine system, central sulcus, SURFACE-AREA, Biology, Article, 03 medical and health sciences, SDG 3 - Good Health and Well-being, Genetic variation, medicine, Attention deficit hyperactivity disorder, Humans, General, Gene, METAANALYSIS, 030304 developmental biology, Progenitor, CORTICAL SULCI, Neurodevelopmental disorders Donders Center for Medical Neuroscience [Radboudumc 7], Genetic variants, Genetic Variation, Attention Deficit Disorder with Hyperactivity, Genetic Loci, Genome-Wide Association Study, functional annotation, medicine.disease, Genetic architecture, 030104 developmental biology, Evolutionary biology, OBSERVER-INDEPENDENT CHARACTERIZATION, Multiple comparisons problem, ddc:320, genome-wide association, Neuroscience, 030217 neurology & neurosurgery
Abstract

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

Published
2020

20. The genetic architecture of the human cerebral cortex

Author

Grasby, Katrina L., Jahanshad, Neda, Painter, Jodie N., Colodro-Conde, Lucia, Bralten, Janita, Hibar, Derrek P., Lind, Penelope A., Pizzagalli, Fabrizio, Ching, Christopher R. K., McMahon, Mary Agnes B., Shatokhina, Natalia, Zsembik, Leo C. P., Thomopoulos, Sophia I., Zhu, Alyssa H., Strike, Lachlan T., Agartz, Ingrid, Alhusaini, Saud, Almeida, Marcio A. A., Alnaes, Dag, Amlien, Inge K., Andersson, Micael, Ard, Tyler, Armstrong, Nicola J., Ashley-Koch, Allison, Atkins, Joshua R., Bernard, Manon, Brouwer, Rachel M., Buimer, Elizabeth E. L., Bulow, Robin, Burger, Christian, Cannon, Dara M., Chakravarty, Mallar, Chen, Qiang, Cheung, Joshua W., Couvy-Duchesne, Baptiste, Dale, Anders M., Dalvie, Shareefa, de Araujo, Tania K., de Zubicaray, Greig I., de Zwarte, Sonja M. C., den Braber, Anouk, Doan, Nhat Trung, Dohm, Katharina, Ehrlich, Stefan, Engelbrecht, Hannah-Ruth, Erk, Susanne, Fan, Chun Chieh, Fedko, Iryna O., Foley, Sonya F., Ford, Judith M., Fukunaga, Masaki, Garrett, Melanie E., Ge, Tian, Giddaluru, Sudheer, Goldman, Aaron L., Green, Melissa J., Groenewold, Nynke A., Grotegerd, Dominik, Gurholt, Tiril P., Gutman, Boris A., Hansell, Narelle K., Harris, Mathew A., Harrison, Marc B., Haswell, Courtney C., Hauser, Michael, Herms, Stefan, Heslenfeld, Dirk J., Ho, New Fei, Hoehn, David, Hoffmann, Per, Holleran, Laurena, Hoogman, Martine, Hottenga, Jouke-Jan, Ikeda, Masashi, Janowitz, Deborah, Jansen, Iris E., Jia, Tianye, Jockwitz, Christiane, Kanai, Ryota, Karama, Sherif, Kasperaviciute, Dalia, Kaufmann, Tobias, Kelly, Sinead, Kikuchi, Masataka, Klein, Marieke, Knapp, Michael, Knodt, Annchen R., Kramer, Bernd, Lam, Max, Lancaster, Thomas M., Lee, Phil H., Lett, Tristram A., Lewis, Lindsay B., Lopes-Cendes, Iscia, Luciano, Michelle, Macciardi, Fabio, Marquand, Andre F., Mathias, Samuel R., Melzer, Tracy R., Milaneschi, Yuri, Mirza-Schreiber, Nazanin, Moreira, Jose C. V., Muhleisen, Thomas W., Mueller-Myhsok, Bertram, Najt, Pablo, Nakahara, Soichiro, Nho, Kwangsik, Loohuis, Loes M. Olde, Orfanos, Dimitri Papadopoulos, Pearson, John F., Pitcher, Toni L., Putz, Benno, Quide, Yann, Ragothaman, Anjanibhargavi, Rashid, Faisal M., Reay, William R., Redlich, Ronny, Reinbold, Celine S., Repple, Jonathan, Richard, Genevieve, Riedel, Brandalyn C., Risacher, Shannon L., Rocha, Cristiane S., Mota, Nina R., Salminen, Lauren, Saremi, Arvin, Saykin, Andrew J., Schlag, Fenja, Schmaal, Lianne, Schofield, Peter R., Secolin, Rodrigo, Shapland, Chin Yang, Shen, Li, Shin, Jean, Shumskaya, Elena, Sonderby, Ida E., Sprooten, Emma, Tansey, Katherine E., Teumer, Alexander, Thalamuthu, Anbupalam, Tordesillas-Gutierrez, Diana, Turner, Jessica A., Uhlmann, Anne, Vallerga, Costanza L., van der Meer, Dennis, van Donkelaar, Marjolein M. J., van Eijk, Liza, van Erp, Theo G. M., van Haren, Neeltje E. M., van Rooij, Daan, van Tol, Marie-Jose, Veldink, Jan H., Verhoef, Ellen, Walton, Esther, Wang, Mingyuan, Wang, Yunpeng, Wardlaw, Joanna M., Wen, Wei, Westlye, Lars T., Whelan, Christopher D., Witt, Stephanie H., Wittfeld, Katharina, Wolf, Christiane, Wolfers, Thomas, Wu, Jing Qin, Yasuda, Clarissa L., Zaremba, Dario, Zhang, Zuo, Zwiers, Marcel P., Artiges, Eric, Assareh, Amelia A., Ayesa-Arriola, Rosa, Belger, Aysenil, Brandt, Christine L., Brown, Gregory G., Cichon, Sven, Curran, Joanne E., Davies, Gareth E., Degenhardt, Franziska, Dennis, Michelle F., Dietsche, Bruno, Djurovic, Srdjan, Doherty, Colin P., Espiritu, Ryan, Garijo, Daniel, Gil, Yolanda, Gowland, Penny A., Green, Robert C., Hausler, Alexander N., Heindel, Walter, Ho, Beng-Choon, Hoffmann, Wolfgang U., Holsboer, Florian, Homuth, Georg, Hosten, Norbert, Jack, Clifford R., Jr., Jang, MiHyun, Jansen, Andreas, Kimbrel, Nathan A., Kolskar, Knut, Koops, Sanne, Krug, Axel, Lim, Kelvin O., Luykx, Jurjen J., Mathalon, Daniel H., Mather, Karen A., Mattay, Venkata S., Matthews, Sarah, Van Son, Jaqueline Mayoral, McEwen, Sarah C., Melle, Ingrid, Morris, Derek W., Mueller, Bryon A., Nauck, Matthias, Nordvik, Jan E., Noethen, Markus M., O'Leary, Daniel S., Opel, Nils, Martinot, Marie-Laure Paillere, Pike, G. Bruce, Preda, Adrian, Quinlan, Erin B., Rasser, Paul E., Ratnakar, Varun, Reppermund, Simone, Steen, Vidar M., Tooney, Paul A., Torres, Fabio R., Veltman, Dick J., Voyvodic, James T., Whelan, Robert, White, Tonya, Yamamori, Hidenaga, Adams, Hieab H. H., Bis, Joshua C., Debette, Stephanie, Decarli, Charles, Fornage, Myriam, Gudnason, Vilmundur, Hofer, Edith, Ikram, M. Arfan, Launer, Lenore, Longstreth, W. T., Lopez, Oscar L., Mazoyer, Bernard, Mosley, Thomas H., Roshchupkin, Gennady V., Satizabal, Claudia L., Schmidt, Reinhold, Seshadri, Sudha, Yang, Qiong, Alvim, Marina K. M., Ames, David, Anderson, Tim J., Andreassen, Ole A., Arias-Vasquez, Alejandro, Bastin, Mark E., Baune, Bernhard T., Beckham, Jean C., Blangero, John, Boomsma, Dorret I., Brodaty, Henry, Brunner, Han G., Buckner, Randy L., Buitelaar, Jan K., Bustillo, Juan R., Cahn, Wiepke, Cairns, Murray J., Calhoun, Vince, Carr, Vaughan J., Caseras, Xavier, Caspers, Svenja, Cavalleri, Gianpiero L., Cendes, Fernando, Corvin, Aiden, Crespo-Facorro, Benedicto, Dalrymple-Alford, John C., Dannlowski, Udo, de Geus, Eco J. C., Deary, Ian J., Delanty, Norman, Depondt, Chantal, Desrivieres, Sylvane, Donohoe, Gary, Espeseth, Thomas, Fernandez, Guillen, Fisher, Simon E., Flor, Herta, Forstner, Andreas J., Francks, Clyde, Franke, Barbara, Glahn, David C., Gollub, Randy L., Grabe, Hans J., Gruber, Oliver, Haberg, Asta K., Hariri, Ahmad R., Hartman, Catharina A., Hashimoto, Ryota, Heinz, Andreas, Henskens, Frans A., Hillegers, Manon H. J., Hoekstra, Pieter J., Holmes, Avram J., Hong, L. Elliot, Hopkins, William D., Pol, Hilleke E. Hulshoff, Jernigan, Terry L., Jonsson, Erik G., Kahn, Rene S., Kennedy, Martin A., Kircher, Tilo T. J., Kochunov, Peter, Kwok, John B. J., Le Hellard, Stephanie, Loughland, Carmel M., Martin, Nicholas G., Martinot, Jean-Luc, McDonald, Colm, McMahon, Katie L., Meyer-Lindenberg, Andreas, Michie, Patricia T., Morey, Rajendra A., Mowry, Bryan, Nyberg, Lars, Oosterlaan, Jaap, Ophoff, Roel A., Pantelis, Christos, Paus, Tomas, Pausova, Zdenka, Penninx, Brenda W. J. H., Polderman, Tinca J. C., Posthuma, Danielle, Rietschel, Marcella, Roffman, Joshua L., Rowland, Laura M., Sachdev, Perminder S., Samann, Philipp G., Schall, Ulrich, Schumann, Gunter, Scott, Rodney J., Sim, Kang, Sisodiya, Sanjay M., Smoller, Jordan W., Sommer, Iris E., St Pourcain, Beate, Stein, Dan J., Toga, Arthur W., Trollor, Julian N., Van der Wee, Nic J. A., van't Ent, Dennis, Volzke, Henry, Walter, Henrik, Weber, Bernd, Weinberger, Daniel R., Wright, Margaret J., Zhou, Juan, Stein, Jason L., Thompson, Paul M., Medland, Sarah E., Grasby, Katrina L., Jahanshad, Neda, Painter, Jodie N., Colodro-Conde, Lucia, Bralten, Janita, Hibar, Derrek P., Lind, Penelope A., Pizzagalli, Fabrizio, Ching, Christopher R. K., McMahon, Mary Agnes B., Shatokhina, Natalia, Zsembik, Leo C. P., Thomopoulos, Sophia I., Zhu, Alyssa H., Strike, Lachlan T., Agartz, Ingrid, Alhusaini, Saud, Almeida, Marcio A. A., Alnaes, Dag, Amlien, Inge K., Andersson, Micael, Ard, Tyler, Armstrong, Nicola J., Ashley-Koch, Allison, Atkins, Joshua R., Bernard, Manon, Brouwer, Rachel M., Buimer, Elizabeth E. L., Bulow, Robin, Burger, Christian, Cannon, Dara M., Chakravarty, Mallar, Chen, Qiang, Cheung, Joshua W., Couvy-Duchesne, Baptiste, Dale, Anders M., Dalvie, Shareefa, de Araujo, Tania K., de Zubicaray, Greig I., de Zwarte, Sonja M. C., den Braber, Anouk, Doan, Nhat Trung, Dohm, Katharina, Ehrlich, Stefan, Engelbrecht, Hannah-Ruth, Erk, Susanne, Fan, Chun Chieh, Fedko, Iryna O., Foley, Sonya F., Ford, Judith M., Fukunaga, Masaki, Garrett, Melanie E., Ge, Tian, Giddaluru, Sudheer, Goldman, Aaron L., Green, Melissa J., Groenewold, Nynke A., Grotegerd, Dominik, Gurholt, Tiril P., Gutman, Boris A., Hansell, Narelle K., Harris, Mathew A., Harrison, Marc B., Haswell, Courtney C., Hauser, Michael, Herms, Stefan, Heslenfeld, Dirk J., Ho, New Fei, Hoehn, David, Hoffmann, Per, Holleran, Laurena, Hoogman, Martine, Hottenga, Jouke-Jan, Ikeda, Masashi, Janowitz, Deborah, Jansen, Iris E., Jia, Tianye, Jockwitz, Christiane, Kanai, Ryota, Karama, Sherif, Kasperaviciute, Dalia, Kaufmann, Tobias, Kelly, Sinead, Kikuchi, Masataka, Klein, Marieke, Knapp, Michael, Knodt, Annchen R., Kramer, Bernd, Lam, Max, Lancaster, Thomas M., Lee, Phil H., Lett, Tristram A., Lewis, Lindsay B., Lopes-Cendes, Iscia, Luciano, Michelle, Macciardi, Fabio, Marquand, Andre F., Mathias, Samuel R., Melzer, Tracy R., Milaneschi, Yuri, Mirza-Schreiber, Nazanin, Moreira, Jose C. V., Muhleisen, Thomas W., Mueller-Myhsok, Bertram, Najt, Pablo, Nakahara, Soichiro, Nho, Kwangsik, Loohuis, Loes M. Olde, Orfanos, Dimitri Papadopoulos, Pearson, John F., Pitcher, Toni L., Putz, Benno, Quide, Yann, Ragothaman, Anjanibhargavi, Rashid, Faisal M., Reay, William R., Redlich, Ronny, Reinbold, Celine S., Repple, Jonathan, Richard, Genevieve, Riedel, Brandalyn C., Risacher, Shannon L., Rocha, Cristiane S., Mota, Nina R., Salminen, Lauren, Saremi, Arvin, Saykin, Andrew J., Schlag, Fenja, Schmaal, Lianne, Schofield, Peter R., Secolin, Rodrigo, Shapland, Chin Yang, Shen, Li, Shin, Jean, Shumskaya, Elena, Sonderby, Ida E., Sprooten, Emma, Tansey, Katherine E., Teumer, Alexander, Thalamuthu, Anbupalam, Tordesillas-Gutierrez, Diana, Turner, Jessica A., Uhlmann, Anne, Vallerga, Costanza L., van der Meer, Dennis, van Donkelaar, Marjolein M. J., van Eijk, Liza, van Erp, Theo G. M., van Haren, Neeltje E. M., van Rooij, Daan, van Tol, Marie-Jose, Veldink, Jan H., Verhoef, Ellen, Walton, Esther, Wang, Mingyuan, Wang, Yunpeng, Wardlaw, Joanna M., Wen, Wei, Westlye, Lars T., Whelan, Christopher D., Witt, Stephanie H., Wittfeld, Katharina, Wolf, Christiane, Wolfers, Thomas, Wu, Jing Qin, Yasuda, Clarissa L., Zaremba, Dario, Zhang, Zuo, Zwiers, Marcel P., Artiges, Eric, Assareh, Amelia A., Ayesa-Arriola, Rosa, Belger, Aysenil, Brandt, Christine L., Brown, Gregory G., Cichon, Sven, Curran, Joanne E., Davies, Gareth E., Degenhardt, Franziska, Dennis, Michelle F., Dietsche, Bruno, Djurovic, Srdjan, Doherty, Colin P., Espiritu, Ryan, Garijo, Daniel, Gil, Yolanda, Gowland, Penny A., Green, Robert C., Hausler, Alexander N., Heindel, Walter, Ho, Beng-Choon, Hoffmann, Wolfgang U., Holsboer, Florian, Homuth, Georg, Hosten, Norbert, Jack, Clifford R., Jr., Jang, MiHyun, Jansen, Andreas, Kimbrel, Nathan A., Kolskar, Knut, Koops, Sanne, Krug, Axel, Lim, Kelvin O., Luykx, Jurjen J., Mathalon, Daniel H., Mather, Karen A., Mattay, Venkata S., Matthews, Sarah, Van Son, Jaqueline Mayoral, McEwen, Sarah C., Melle, Ingrid, Morris, Derek W., Mueller, Bryon A., Nauck, Matthias, Nordvik, Jan E., Noethen, Markus M., O'Leary, Daniel S., Opel, Nils, Martinot, Marie-Laure Paillere, Pike, G. Bruce, Preda, Adrian, Quinlan, Erin B., Rasser, Paul E., Ratnakar, Varun, Reppermund, Simone, Steen, Vidar M., Tooney, Paul A., Torres, Fabio R., Veltman, Dick J., Voyvodic, James T., Whelan, Robert, White, Tonya, Yamamori, Hidenaga, Adams, Hieab H. H., Bis, Joshua C., Debette, Stephanie, Decarli, Charles, Fornage, Myriam, Gudnason, Vilmundur, Hofer, Edith, Ikram, M. Arfan, Launer, Lenore, Longstreth, W. T., Lopez, Oscar L., Mazoyer, Bernard, Mosley, Thomas H., Roshchupkin, Gennady V., Satizabal, Claudia L., Schmidt, Reinhold, Seshadri, Sudha, Yang, Qiong, Alvim, Marina K. M., Ames, David, Anderson, Tim J., Andreassen, Ole A., Arias-Vasquez, Alejandro, Bastin, Mark E., Baune, Bernhard T., Beckham, Jean C., Blangero, John, Boomsma, Dorret I., Brodaty, Henry, Brunner, Han G., Buckner, Randy L., Buitelaar, Jan K., Bustillo, Juan R., Cahn, Wiepke, Cairns, Murray J., Calhoun, Vince, Carr, Vaughan J., Caseras, Xavier, Caspers, Svenja, Cavalleri, Gianpiero L., Cendes, Fernando, Corvin, Aiden, Crespo-Facorro, Benedicto, Dalrymple-Alford, John C., Dannlowski, Udo, de Geus, Eco J. C., Deary, Ian J., Delanty, Norman, Depondt, Chantal, Desrivieres, Sylvane, Donohoe, Gary, Espeseth, Thomas, Fernandez, Guillen, Fisher, Simon E., Flor, Herta, Forstner, Andreas J., Francks, Clyde, Franke, Barbara, Glahn, David C., Gollub, Randy L., Grabe, Hans J., Gruber, Oliver, Haberg, Asta K., Hariri, Ahmad R., Hartman, Catharina A., Hashimoto, Ryota, Heinz, Andreas, Henskens, Frans A., Hillegers, Manon H. J., Hoekstra, Pieter J., Holmes, Avram J., Hong, L. Elliot, Hopkins, William D., Pol, Hilleke E. Hulshoff, Jernigan, Terry L., Jonsson, Erik G., Kahn, Rene S., Kennedy, Martin A., Kircher, Tilo T. J., Kochunov, Peter, Kwok, John B. J., Le Hellard, Stephanie, Loughland, Carmel M., Martin, Nicholas G., Martinot, Jean-Luc, McDonald, Colm, McMahon, Katie L., Meyer-Lindenberg, Andreas, Michie, Patricia T., Morey, Rajendra A., Mowry, Bryan, Nyberg, Lars, Oosterlaan, Jaap, Ophoff, Roel A., Pantelis, Christos, Paus, Tomas, Pausova, Zdenka, Penninx, Brenda W. J. H., Polderman, Tinca J. C., Posthuma, Danielle, Rietschel, Marcella, Roffman, Joshua L., Rowland, Laura M., Sachdev, Perminder S., Samann, Philipp G., Schall, Ulrich, Schumann, Gunter, Scott, Rodney J., Sim, Kang, Sisodiya, Sanjay M., Smoller, Jordan W., Sommer, Iris E., St Pourcain, Beate, Stein, Dan J., Toga, Arthur W., Trollor, Julian N., Van der Wee, Nic J. A., van't Ent, Dennis, Volzke, Henry, Walter, Henrik, Weber, Bernd, Weinberger, Daniel R., Wright, Margaret J., Zhou, Juan, Stein, Jason L., Thompson, Paul M., and Medland, Sarah E.

Abstract

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

Published
2020
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25. Genetic Determinants of Cortical Structure (Thickness, Surface Area and Volumes) among Disease Free Adults in the CHARGE Consortium

Author

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

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

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

Published
2018

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

Author

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

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

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

Published
2018
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29. An intelligent interface for integrating climate, hydrology, agriculture, and socioeconomic models

Author

Garijo, Daniel, primary, Khider, Deborah, additional, Ratnakar, Varun, additional, Gil, Yolanda, additional, Deelman, Ewa, additional, da Silva, Rafael Ferreira, additional, Knoblock, Craig, additional, Chiang, Yao-Yi, additional, Pham, Minh, additional, Pujara, Jay, additional, Vu, Binh, additional, Feldman, Dan, additional, Mayani, Rajiv, additional, Cobourn, Kelly, additional, Duffy, Chris, additional, Kemanian, Armen, additional, Shu, Lele, additional, Kumar, Vipin, additional, Khandelwal, Ankush, additional, Tayal, Kshitij, additional, Peckham, Scott, additional, Stoica, Maria, additional, Dabrowski, Anna, additional, Hardesty-Lewis, Daniel, additional, and Pierce, Suzanne, additional

Published
2019
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39. The First Provenance Challenge

Author

Moreau, Luc, Ludaescher, Bertram, Altintas, Ilkay, Barga, Roger S., Bowers, Shawn, Callahan, Steven, Chin Jr., George, Clifford, Ben, Cohen, Shirley, Cohen-Boulakia, Sarah, Davidson, Susan, Deelman, Ewa, Digiampietri, Luciano, Foster, Ian, Freire, Juliana, Frew, James, Futrelle, Joe, Gibson, Tara, Gil, Yolanda, Goble, Carole, Golbeck, Jennifer, Groth, Paul, Holland, David A., Jiang, Sheng, Kim, Jihie, Koop, David, Krenek, Ales, McPhillips, Timothy, Mehta, Gaurang, Miles, Simon, Metzger, Dominic, Munroe, Steve, Myers, Jim, Plale, Beth, Podhorszki, Norbert, Ratnakar, Varun, Santos, Emanuele, Scheidegger, Carlos, Schuchardt, Karen, Seltzer, Margo, Simmhan, Yogesh L., Silva, Claudio, Slaughter, Peter, Stephan, Eric, Stevens, Robert, Turi, Daniele, Vo, Huy, Wilde, Mike, and Zhao, Jun

Abstract

The first Provenance Challenge was set up in order to provide a forum for the community to help understand the capabilities of different provenance systems and the expressiveness of their provenance representations. To this end, a Functional Magnetic Resonance Imaging workflow was defined, which participants had to either simulate or run in order to produce some provenance representation, from which a set of identified queries had to be implemented and executed. Sixteen teams responded to the challenge, and submitted their inputs. In this paper, we present the challenge workflow and queries, and summarise the participants contributions.

Published
2008

40. Time-Bound Analytic Tasks on Large Data Sets Through Dynamic Configuration of Workflows

Author

UNIVERSITY OF SOUTHERN CALIFORNIA MARINA DEL REY INFORMATION SCIENCES INST, Gil, Yolanda, Ratnakar, Varun, Verma, Rishi, Hart, Andrew, Ramirez, Paul, Mattmann, Chris, Sumarlidason, Arni, Park, Samuel L, UNIVERSITY OF SOUTHERN CALIFORNIA MARINA DEL REY INFORMATION SCIENCES INST, Gil, Yolanda, Ratnakar, Varun, Verma, Rishi, Hart, Andrew, Ramirez, Paul, Mattmann, Chris, Sumarlidason, Arni, and Park, Samuel L

Abstract

Domain experts are often untrained in big data technologies and this limits their ability to exploit the data they have available. Workflow systems hide the complexities of high-end computing and software engineering by offering pre-packaged analytic steps combined into multi-step methods commonly used by experts. A current limitation of workflow systems is that they do not take into account user deadlines: they run workflows selected by the user, but take their time to do so. This is impractical when large datasets are at stake, since users often prefer to see an answer faster even if it has lower precision or quality. In this paper, we present an extension to workflow systems that enables them to take into account user deadlines by automatically generating alternative workflow candidates and ranking them according to performance estimates. The system makes these estimates based on workflow performance models created from workflow executions, and uses semantic technologies to reason about workflow options. Possible workflow candidates are presented to the user in a compact manner, and are ranked according to their runtime estimates. We have implemented this approach in the WOOT system, which combines and extends capabilities from the WINGS semantic workflow system and the Apache OODT Object Oriented Data Technology and workflow execution system., Supported in part by AFOSR.

Published
2013

41. Scalable Knowledge Discovery Through Grid Workflows

Author

UNIVERSITY OF SOUTHERN CALIFORNIA MARINA DEL REY INFORMATION SCIENCES INST, Gil, Yolanda, Deelman, Ewa, Kim, Jihie, Groth, Paul, Mehta, Gaurang, Ratnakar, Varun, Vahi, Karan, UNIVERSITY OF SOUTHERN CALIFORNIA MARINA DEL REY INFORMATION SCIENCES INST, Gil, Yolanda, Deelman, Ewa, Kim, Jihie, Groth, Paul, Mehta, Gaurang, Ratnakar, Varun, and Vahi, Karan

Abstract

The goal of this effort was to drastically reduce the human effort required to configure and execute new workflows for data analysis from weeks to minutes by eliminating the need for costly human monitoring and intervention. This involves developing end-to-end data analysis systems to analyze data from many different sources and with many different algorithms and analytical tools. Their approach combined three central ideas: 1) workflows with rich representations of algorithmic requirements and data products, 2) semantic representations to enable automatic generation of complex workflows, and 3) grid computing to manage the high performance of many workflows in distributed cross-organization environments., The original document contains color images.

Published
2009

50. TellMe

Author

Gil, Yolanda, primary, Ratnakar, Varun, additional, and Frtiz, Christian, additional

Published
2011
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