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1. Polyneuro risk scores capture widely distributed connectivity patterns of cognition

Author

Byington, Nora, Grimsrud, Gracie, Mooney, Michael A, Cordova, Michaela, Doyle, Olivia, Hermosillo, Robert JM, Earl, Eric, Houghton, Audrey, Conan, Gregory, Hendrickson, Timothy J, Ragothaman, Anjanibhargavi, Carrasco, Cristian Morales, Rueter, Amanda, Perrone, Anders, Moore, Lucille A, Graham, Alice, Nigg, Joel T, Thompson, Wesley K, Nelson, Steven M, Feczko, Eric, Fair, Damien A, and Miranda-Dominguez, Oscar

Subjects
Biological Psychology, Psychology, Neurosciences, Behavioral and Social Science, Brain Disorders, Basic Behavioral and Social Science, Mental Health, Pediatric, Mental health, Neurological, Adolescent, Humans, Brain Mapping, Cognition, Brain, Risk Factors, Executive Function, Magnetic Resonance Imaging, BWAS, Big data, MRI, Neuroimaging, PNRS, Reproducibility, Clinical Sciences, Cognitive Sciences, Biological psychology, Clinical and health psychology
Abstract

Resting-state functional connectivity (RSFC) is a powerful tool for characterizing brain changes, but it has yet to reliably predict higher-order cognition. This may be attributed to small effect sizes of such brain-behavior relationships, which can lead to underpowered, variable results when utilizing typical sample sizes (N∼25). Inspired by techniques in genomics, we implement the polyneuro risk score (PNRS) framework - the application of multivariate techniques to RSFC data and validation in an independent sample. Utilizing the Adolescent Brain Cognitive Development® cohort split into two datasets, we explore the framework's ability to reliably capture brain-behavior relationships across 3 cognitive scores - general ability, executive function, learning & memory. The weight and significance of each connection is assessed in the first dataset, and a PNRS is calculated for each participant in the second. Results support the PNRS framework as a suitable methodology to inspect the distribution of connections contributing towards behavior, with explained variance ranging from 1.0 % to 21.4 %. For the outcomes assessed, the framework reveals globally distributed, rather than localized, patterns of predictive connections. Larger samples are likely necessary to systematically identify the specific connections contributing towards complex outcomes. The PNRS framework could be applied translationally to identify neurologically distinct subtypes of neurodevelopmental disorders.

Published
2023

2. Effects of copy number variations on brain structure and risk for psychiatric illness: Large‐scale studies from the ENIGMA working groups on CNVs

Author

Sønderby, Ida E, Ching, Christopher RK, Thomopoulos, Sophia I, van der Meer, Dennis, Sun, Daqiang, Villalon‐Reina, Julio E, Agartz, Ingrid, Amunts, Katrin, Arango, Celso, Armstrong, Nicola J, Ayesa‐Arriola, Rosa, Bakker, Geor, Bassett, Anne S, Boomsma, Dorret I, Bülow, Robin, Butcher, Nancy J, Calhoun, Vince D, Caspers, Svenja, Chow, Eva WC, Cichon, Sven, Ciufolini, Simone, Craig, Michael C, Crespo‐Facorro, Benedicto, Cunningham, Adam C, Dale, Anders M, Dazzan, Paola, de Zubicaray, Greig I, Djurovic, Srdjan, Doherty, Joanne L, Donohoe, Gary, Draganski, Bogdan, Durdle, Courtney A, Ehrlich, Stefan, Emanuel, Beverly S, Espeseth, Thomas, Fisher, Simon E, Ge, Tian, Glahn, David C, Grabe, Hans J, Gur, Raquel E, Gutman, Boris A, Haavik, Jan, Håberg, Asta K, Hansen, Laura A, Hashimoto, Ryota, Hibar, Derrek P, Holmes, Avram J, Hottenga, Jouke‐Jan, Pol, Hilleke E Hulshoff, Jalbrzikowski, Maria, Knowles, Emma EM, Kushan, Leila, Linden, David EJ, Liu, Jingyu, Lundervold, Astri J, Martin‐Brevet, Sandra, Martínez, Kenia, Mather, Karen A, Mathias, Samuel R, McDonald‐McGinn, Donna M, McRae, Allan F, Medland, Sarah E, Moberget, Torgeir, Modenato, Claudia, Sánchez, Jennifer Monereo, Moreau, Clara A, Mühleisen, Thomas W, Paus, Tomas, Pausova, Zdenka, Prieto, Carlos, Ragothaman, Anjanibhargavi, Reinbold, Céline S, Marques, Tiago Reis, Repetto, Gabriela M, Reymond, Alexandre, Roalf, David R, Rodriguez‐Herreros, Borja, Rucker, James J, Sachdev, Perminder S, Schmitt, James E, Schofield, Peter R, Silva, Ana I, Stefansson, Hreinn, Stein, Dan J, Tamnes, Christian K, Tordesillas‐Gutiérrez, Diana, Ulfarsson, Magnus O, Vajdi, Ariana, van 't Ent, Dennis, van den Bree, Marianne BM, Vassos, Evangelos, Vázquez‐Bourgon, Javier, Vila‐Rodriguez, Fidel, Walters, G Bragi, Wen, Wei, Westlye, Lars T, Wittfeld, Katharina, Zackai, Elaine H, Stefánsson, Kári, and Jacquemont, Sebastien

Subjects
Biological Psychology, Biomedical and Clinical Sciences, Psychology, Mental Health, Clinical Research, Pediatric, Genetics, Basic Behavioral and Social Science, Human Genome, Prevention, Brain Disorders, Behavioral and Social Science, Neurosciences, Aetiology, 2.1 Biological and endogenous factors, Mental health, Neurological, Brain, DNA Copy Number Variations, Humans, Magnetic Resonance Imaging, Mental Disorders, Multicenter Studies as Topic, Neurodevelopmental Disorders, Neuroimaging, brain structural imaging, copy number variant, diffusion tensor imaging, evolution, genetics-first approach, neurodevelopmental disorders, psychiatric disorders, ENIGMA-CNV Working Group, ENIGMA 22q11.2 Deletion Syndrome Working Group, Cognitive Sciences, Experimental Psychology, Biological psychology, Cognitive and computational psychology
Abstract

The Enhancing NeuroImaging Genetics through Meta-Analysis copy number variant (ENIGMA-CNV) and 22q11.2 Deletion Syndrome Working Groups (22q-ENIGMA WGs) were created to gain insight into the involvement of genetic factors in human brain development and related cognitive, psychiatric and behavioral manifestations. To that end, the ENIGMA-CNV WG has collated CNV and magnetic resonance imaging (MRI) data from ~49,000 individuals across 38 global research sites, yielding one of the largest studies to date on the effects of CNVs on brain structures in the general population. The 22q-ENIGMA WG includes 12 international research centers that assessed over 533 individuals with a confirmed 22q11.2 deletion syndrome, 40 with 22q11.2 duplications, and 333 typically developing controls, creating the largest-ever 22q11.2 CNV neuroimaging data set. In this review, we outline the ENIGMA infrastructure and procedures for multi-site analysis of CNVs and MRI data. So far, ENIGMA has identified effects of the 22q11.2, 16p11.2 distal, 15q11.2, and 1q21.1 distal CNVs on subcortical and cortical brain structures. Each CNV is associated with differences in cognitive, neurodevelopmental and neuropsychiatric traits, with characteristic patterns of brain structural abnormalities. Evidence of gene-dosage effects on distinct brain regions also emerged, providing further insight into genotype-phenotype relationships. Taken together, these results offer a more comprehensive picture of molecular mechanisms involved in typical and atypical brain development. This "genotype-first" approach also contributes to our understanding of the etiopathogenesis of brain disorders. Finally, we outline future directions to better understand effects of CNVs on brain structure and behavior.

Published
2022

3. Mapping Subcortical Brain Alterations in 22q11.2 Deletion Syndrome: Effects of Deletion Size and Convergence With Idiopathic Neuropsychiatric Illness

Author

Ching, Christopher RK, Gutman, Boris A, Sun, Daqiang, Villalon Reina, Julio, Ragothaman, Anjanibhargavi, Isaev, Dmitry, Zavaliangos-Petropulu, Artemis, Lin, Amy, Jonas, Rachel K, Kushan, Leila, Pacheco-Hansen, Laura, Vajdi, Ariana, Forsyth, Jennifer K, Jalbrzikowski, Maria, Bakker, Geor, van Amelsvoort, Therese, Antshel, Kevin M, Fremont, Wanda, Kates, Wendy R, Campbell, Linda E, McCabe, Kathryn L, Craig, Michael C, Daly, Eileen, Gudbrandsen, Maria, Murphy, Clodagh M, Murphy, Declan G, Murphy, Kieran C, Fiksinski, Ania, Koops, Sanne, Vorstman, Jacob, Crowley, T Blaine, Emanuel, Beverly S, Gur, Raquel E, McDonald-McGinn, Donna M, Roalf, David R, Ruparel, Kosha, Schmitt, J Eric, Zackai, Elaine H, Durdle, Courtney A, Goodrich-Hunsaker, Naomi J, Simon, Tony J, Bassett, Anne S, Butcher, Nancy J, Chow, Eva WC, Vila-Rodriguez, Fidel, Cunningham, Adam, Doherty, Joanne, Linden, David E, Moss, Hayley, Owen, Michael J, van den Bree, Marianne, Crossley, Nicolas A, Repetto, Gabriela M, Thompson, Paul M, and Bearden, Carrie E

Subjects
Clinical Research, Serious Mental Illness, Brain Disorders, Mental Health, Schizophrenia, Clinical Trials and Supportive Activities, Neurosciences, 2.1 Biological and endogenous factors, Aetiology, Mental health, Adolescent, Adult, Atrophy, Brain, Brain Mapping, Case-Control Studies, Child, DiGeorge Syndrome, Female, Humans, Hypertrophy, Magnetic Resonance Imaging, Male, Mental Disorders, Middle Aged, Psychotic Disorders, Young Adult, 22q11.2 Deletion Syndrome, Copy Number Variant, Neuroanatomy, Neurodevelopment, Psychosis, Medical and Health Sciences, Psychology and Cognitive Sciences, Psychiatry
Abstract

Objective22q11.2 deletion syndrome (22q11DS) is among the strongest known genetic risk factors for schizophrenia. Previous studies have reported variable alterations in subcortical brain structures in 22q11DS. To better characterize subcortical alterations in 22q11DS, including modulating effects of clinical and genetic heterogeneity, the authors studied a large multicenter neuroimaging cohort from the ENIGMA 22q11.2 Deletion Syndrome Working Group.MethodsSubcortical structures were measured using harmonized protocols for gross volume and subcortical shape morphometry in 533 individuals with 22q11DS and 330 matched healthy control subjects (age range, 6-56 years; 49% female).ResultsCompared with the control group, the 22q11DS group showed lower intracranial volume (ICV) and thalamus, putamen, hippocampus, and amygdala volumes and greater lateral ventricle, caudate, and accumbens volumes (Cohen's d values, -0.90 to 0.93). Shape analysis revealed complex differences in the 22q11DS group across all structures. The larger A-D deletion was associated with more extensive shape alterations compared with the smaller A-B deletion. Participants with 22q11DS with psychosis showed lower ICV and hippocampus, amygdala, and thalamus volumes (Cohen's d values, -0.91 to 0.53) compared with participants with 22q11DS without psychosis. Shape analysis revealed lower thickness and surface area across subregions of these structures. Compared with subcortical findings from other neuropsychiatric disorders studied by the ENIGMA consortium, significant convergence was observed between participants with 22q11DS with psychosis and participants with schizophrenia, bipolar disorder, major depressive disorder, and obsessive-compulsive disorder.ConclusionsIn the largest neuroimaging study of 22q11DS to date, the authors found widespread alterations to subcortical brain structures, which were affected by deletion size and psychotic illness. Findings indicate significant overlap between 22q11DS-associated psychosis, idiopathic schizophrenia, and other severe neuropsychiatric illnesses.

Published
2020

6. A Deep Transfer Learning Framework for 3D Brain Imaging Based on Optimal Mass Transport

Author

Zeng, Ling-Li, Ching, Christopher R. K., Abaryan, Zvart, Thomopoulos, Sophia I., Gao, Kai, Zhu, Alyssa H., Ragothaman, Anjanibhargavi, Rashid, Faisal, Harrison, Marc, Salminen, Lauren E., Riedel, Brandalyn C., Jahanshad, Neda, Hu, Dewen, Thompson, Paul M., 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, Kia, Seyed Mostafa, editor, Mohy-ud-Din, Hassan, editor, Abdulkadir, Ahmed, editor, Bass, Cher, editor, Habes, Mohamad, editor, Rondina, Jane Maryam, editor, Tax, Chantal, editor, Wang, Hongzhi, editor, Wolfers, Thomas, editor, Rathore, Saima, editor, and Ingalhalikar, Madhura, editor

Published
2020
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7. A Deep Transfer Learning Framework for 3D Brain Imaging Based on Optimal Mass Transport

Author

Zeng, Ling-Li, primary, Ching, Christopher R. K., additional, Abaryan, Zvart, additional, Thomopoulos, Sophia I., additional, Gao, Kai, additional, Zhu, Alyssa H., additional, Ragothaman, Anjanibhargavi, additional, Rashid, Faisal, additional, Harrison, Marc, additional, Salminen, Lauren E., additional, Riedel, Brandalyn C., additional, Jahanshad, Neda, additional, Hu, Dewen, additional, and Thompson, Paul M., additional

Published
2020
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9. Polyneuro risk scores capture widely distributed connectivity patterns of cognition

Author

Byington, Nora, primary, Grimsrud, Gracie, additional, Mooney, Michael A., additional, Cordova, Michaela, additional, Doyle, Olivia, additional, Hermosillo, Robert J.M., additional, Earl, Eric, additional, Houghton, Audrey, additional, Conan, Gregory, additional, Hendrickson, Timothy J., additional, Ragothaman, Anjanibhargavi, additional, Carrasco, Cristian Morales, additional, Rueter, Amanda, additional, Perrone, Anders, additional, Moore, Lucille A., additional, Graham, Alice, additional, Nigg, Joel T., additional, Thompson, Wesley K., additional, Nelson, Steven M., additional, Feczko, Eric, additional, Fair, Damien A., additional, and Miranda-Dominguez, Oscar, additional

Published
2023
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10. Subcortical shape alterations in major depressive disorder

Author

Ho, Tiffany C, Gutman, Boris, Grotegerd, Dominik, Redlich, Ronny, Jansen, Andreas, Kircher, Tilo, Krug, Axel, Meinert, Susanne, Nenadic, Igor, Opel, Nils, Dinga, Richard, Veltman, Dick J, Pozzi, Elena, Schnell, Knut, Veer, Ilya, Psychiatry, Brain Research Department of, Walter, Henrik, Gotlib, Ian H, Sacchet, Matthew D, Aleman, André, Groenewold, Nynke A, Stein, Dan J, Li, Meng, Grabe, Hans J, Walter, Martin, Ching, Christopher R K, Jahanshad, Neda, Ragothaman, Anjanibhargavi, Isaev, Dmitry, Zavaliangos-Petropulu, Artemis, Thompson, Paul M, Sämann, Philipp G, Schmaal, Lianne, Hosten, Norbert, Wittfeld, Katharina, Völzke, Henry, Baune, Bernhard, Dannlowski, Udo, Förster, Katharina, Academic Medical Center, Ontwikkelingspsychologie (Psychologie, FMG), Psychiatry, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, Amsterdam Neuroscience - Compulsivity, Impulsivity & Attention, Amsterdam Neuroscience - Brain Imaging, Clinical Cognitive Neuropsychiatry Research Program (CCNP), and Clinical Neuropsychology

Subjects
pathology [Corpus Striatum], CORTEX, diagnostic imaging [Corpus Striatum], STRESS, hippocampus, nucleus accumbens, MODELS, shape analysis, Neuroimaging, diagnostic imaging [Depressive Disorder, Major], behavioral disciplines and activities, pathology [Thalamus], Thalamus, mental disorders, Humans, Multicenter Studies as Topic, HIPPOCAMPAL SUBFIELDS, Radiology, Nuclear Medicine and imaging, ddc:610, diagnostic imaging [Amygdala], BRAIN, NEURONS, Research Articles, METAANALYSIS, diagnostic imaging [Hippocampus], pathology [Depressive Disorder, Major], diagnostic imaging [Thalamus], Depressive Disorder, Major, Radiological and Ultrasound Technology, major depressive disorder (MDD), ABNORMALITIES, ENIGMA, BIPOLAR DISORDER, amygdala, Corpus Striatum, AMYGDALA VOLUME, pathology [Hippocampus], Neurology, nervous system, pathology [Amygdala], Neurology (clinical), Anatomy, Research Article
Abstract

Alterations in regional subcortical brain volumes have been investigated as part of the efforts of an international consortium, ENIGMA, to identify reliable neural correlates of major depressive disorder (MDD). Given that subcortical structures are comprised of distinct subfields, we sought to build significantly from prior work by precisely mapping localized MDD-related differences in subcortical regions using shape analysis. In this meta-analysis of subcortical shape from the ENIGMA-MDD working group, we compared 1,781 patients with MDD and 2,953 healthy controls (CTL) on individual measures of shape metrics (thickness and surface area) on the surface of seven bilateral subcortical structures: nucleus accumbens, amygdala, caudate, hippocampus, pallidum, putamen, and thalamus. Harmonized data processing and statistical analyses were conducted locally at each site, and findings were aggregated by meta-analysis. Relative to CTL, patients with adolescent-onset MDD (≤ 21 years) had lower thickness and surface area of the subiculum, cornu ammonis (CA) 1 of the hippocampus and basolateral amygdala (Cohen's d = −0.164 to −0.180). Relative to first-episode MDD, recurrent MDD patients had lower thickness and surface area in the CA1 of the hippocampus and the basolateral amygdala (Cohen's d = −0.173 to −0.184). Our results suggest that previously reported MDD-associated volumetric differences may be localized to specific subfields of these structures that have been shown to be sensitive to the effects of stress, with important implications for mapping treatments to patients based on specific neural targets and key clinical features.

Published
2022

12. Effects of copy number variations on brain structure and risk for psychiatric illness: Large-scale studies from the ENIGMA working groups on CNVs

Author

Sønderby, Ida E., Ching, Christopher R.K., Thomopoulos, Sophia I., van der Meer, Dennis, Sun, Daqiang, Villalon-Reina, Julio E., Agartz, Ingrid, Amunts, Katrin, Arango, Celso, Armstrong, Nicola J., Ayesa-Arriola, Rosa, Bakker, Geor, Bassett, Anne S., Boomsma, Dorret I., Bülow, Robin, Butcher, Nancy J., Calhoun, Vince D., Caspers, Svenja, Chow, Eva W.C., Cichon, Sven, Ciufolini, Simone, Craig, Michael C., Crespo-Facorro, Benedicto, Cunningham, Adam C., Dale, Anders M., Dazzan, Paola, de Zubicaray, Greig I., Djurovic, Srdjan, Doherty, Joanne L., Donohoe, Gary, Draganski, Bogdan, Durdle, Courtney A., Ehrlich, Stefan, Emanuel, Beverly S., Espeseth, Thomas, Fisher, Simon E., Ge, Tian, Glahn, David C., Grabe, Hans J., Gur, Raquel E., Gutman, Boris A., Haavik, Jan, Håberg, Asta K., Hansen, Laura A., Hashimoto, Ryota, Hibar, Derrek P., Holmes, Avram J., Hottenga, Jouke Jan, Hulshoff Pol, Hilleke E., Jalbrzikowski, Maria, Knowles, Emma E.M., Kushan, Leila, Linden, David E.J., Liu, Jingyu, Lundervold, Astri J., Martin-Brevet, Sandra, Martínez, Kenia, Mather, Karen A., Mathias, Samuel R., McDonald-McGinn, Donna M., McRae, Allan F., Medland, Sarah E., Moberget, Torgeir, Modenato, Claudia, Monereo Sánchez, Jennifer, Moreau, Clara A., Mühleisen, Thomas W., Paus, Tomas, Pausova, Zdenka, Prieto, Carlos, Ragothaman, Anjanibhargavi, Reinbold, Céline S., Reis Marques, Tiago, Repetto, Gabriela M., Reymond, Alexandre, Roalf, David R., Rodriguez-Herreros, Borja, Rucker, James J., Sachdev, Perminder S., Schmitt, James E., Schofield, Peter R., Silva, Ana I., Stefansson, Hreinn, Stein, Dan J., Tamnes, Christian K., Tordesillas-Gutiérrez, Diana, Ulfarsson, Magnus O., Vajdi, Ariana, van 't Ent, Dennis, van den Bree, Marianne B.M., Vassos, Evangelos, Vázquez-Bourgon, Javier, Vila-Rodriguez, Fidel, Walters, G. Bragi, Wen, Wei, Westlye, Lars T., Wittfeld, Katharina, Zackai, Elaine H., Stefánsson, Kári, Jacquemont, Sebastien, Thompson, Paul M., Bearden, Carrie E., Andreassen, Ole A., other, and, Sønderby, Ida E., Ching, Christopher R.K., Thomopoulos, Sophia I., van der Meer, Dennis, Sun, Daqiang, Villalon-Reina, Julio E., Agartz, Ingrid, Amunts, Katrin, Arango, Celso, Armstrong, Nicola J., Ayesa-Arriola, Rosa, Bakker, Geor, Bassett, Anne S., Boomsma, Dorret I., Bülow, Robin, Butcher, Nancy J., Calhoun, Vince D., Caspers, Svenja, Chow, Eva W.C., Cichon, Sven, Ciufolini, Simone, Craig, Michael C., Crespo-Facorro, Benedicto, Cunningham, Adam C., Dale, Anders M., Dazzan, Paola, de Zubicaray, Greig I., Djurovic, Srdjan, Doherty, Joanne L., Donohoe, Gary, Draganski, Bogdan, Durdle, Courtney A., Ehrlich, Stefan, Emanuel, Beverly S., Espeseth, Thomas, Fisher, Simon E., Ge, Tian, Glahn, David C., Grabe, Hans J., Gur, Raquel E., Gutman, Boris A., Haavik, Jan, Håberg, Asta K., Hansen, Laura A., Hashimoto, Ryota, Hibar, Derrek P., Holmes, Avram J., Hottenga, Jouke Jan, Hulshoff Pol, Hilleke E., Jalbrzikowski, Maria, Knowles, Emma E.M., Kushan, Leila, Linden, David E.J., Liu, Jingyu, Lundervold, Astri J., Martin-Brevet, Sandra, Martínez, Kenia, Mather, Karen A., Mathias, Samuel R., McDonald-McGinn, Donna M., McRae, Allan F., Medland, Sarah E., Moberget, Torgeir, Modenato, Claudia, Monereo Sánchez, Jennifer, Moreau, Clara A., Mühleisen, Thomas W., Paus, Tomas, Pausova, Zdenka, Prieto, Carlos, Ragothaman, Anjanibhargavi, Reinbold, Céline S., Reis Marques, Tiago, Repetto, Gabriela M., Reymond, Alexandre, Roalf, David R., Rodriguez-Herreros, Borja, Rucker, James J., Sachdev, Perminder S., Schmitt, James E., Schofield, Peter R., Silva, Ana I., Stefansson, Hreinn, Stein, Dan J., Tamnes, Christian K., Tordesillas-Gutiérrez, Diana, Ulfarsson, Magnus O., Vajdi, Ariana, van 't Ent, Dennis, van den Bree, Marianne B.M., Vassos, Evangelos, Vázquez-Bourgon, Javier, Vila-Rodriguez, Fidel, Walters, G. Bragi, Wen, Wei, Westlye, Lars T., Wittfeld, Katharina, Zackai, Elaine H., Stefánsson, Kári, Jacquemont, Sebastien, Thompson, Paul M., Bearden, Carrie E., Andreassen, Ole A., and other, and

Abstract

The Enhancing NeuroImaging Genetics through Meta-Analysis copy number variant (ENIGMA-CNV) and 22q11.2 Deletion Syndrome Working Groups (22q-ENIGMA WGs) were created to gain insight into the involvement of genetic factors in human brain development and related cognitive, psychiatric and behavioral manifestations. To that end, the ENIGMA-CNV WG has collated CNV and magnetic resonance imaging (MRI) data from ~49,000 individuals across 38 global research sites, yielding one of the largest studies to date on the effects of CNVs on brain structures in the general population. The 22q-ENIGMA WG includes 12 international research centers that assessed over 533 individuals with a confirmed 22q11.2 deletion syndrome, 40 with 22q11.2 duplications, and 333 typically developing controls, creating the largest-ever 22q11.2 CNV neuroimaging data set. In this review, we outline the ENIGMA infrastructure and procedures for multi-site analysis of CNVs and MRI data. So far, ENIGMA has identified effects of the 22q11.2, 16p11.2 distal, 15q11.2, and 1q21.1 distal CNVs on subcortical and cortical brain structures. Each CNV is associated with differences in cognitive, neurodevelopmental and neuropsychiatric traits, with characteristic patterns of brain structural abnormalities. Evidence of gene-dosage effects on distinct brain regions also emerged, providing further insight into genotype–phenotype relationships. Taken together, these results offer a more comprehensive picture of molecular mechanisms involved in typical and atypical brain development. This “genotype-first” approach also contributes to our understanding of the etiopathogenesis of brain disorders. Finally, we outline future directions to better understand effects of CNVs on brain structure and behavior.

Published
2022

15. Effects of copy number variations on brain structure and risk for psychiatric illness: Large-scale studies from the ENIGMA working groups on CNVs

Author

Sønderby, Ida E, Ching, Christopher R K, Ayesa-Arriola, Rosa, Thompson, Paul M, Bearden, Carrie E, Andreassen, Ole A, Group, ENIGMA-CNV Working, 2 Deletion Syndrome Working Group, ENIGMA 22q11., Bernard, Manon, Blackburn, Nicholas B, Bøen, Rune, de Geus, Eco, de Zwarte, Sonja M C, Bakker, Geor, Forti, Marta Di, Frei, Oleksandr, Fukunaga, Masaki, Hehir-Kwa, Jayne Y, Hillegers, Manon H J, Hoffmann, Per, Homuth, Georg, Jahanshad, Neda, Koops, Sanne, Kumar, Kuldeep, Bassett, Anne S, Kikuchi, Masataka, Le Hellard, Stephanie, Leu, Costin, Murray, Robin M, Naerland, Terje, Nyberg, Lars, Ophoff, Roel A, Pike, G Bruce, Sando, Sigrid B, Shin, Jean, Boomsma, Dorret I, Shumskaya, Elena, Sisodiya, Sanjay M, Steen, Vidar M, Teumer, Alexander, Uhlmann, Anne, Wright, Margaret J, Antshel, Kevin M, Campbell, Linda E, Crossley, Nicolas A, Crowley, T Blaine, Bülow, Robin, Daly, Eileen, Fiksinski, Ania M, Forsyth, Jennifer K, Fremont, Wanda, Goodrich-Hunsaker, Naomi J, Gudbrandsen, Maria, Jonas, Rachel K, Kates, Wendy R, Lin, Amy, McCabe, Kathryn L, Butcher, Nancy J, Moss, Hayley, Murphy, Declan G, Murphy, Kieran C, Owen, Michael J, Ruparel, Kosha, Simon, Tony J, van Amelsvoort, Therese, Vorstman, Jacob A S, Calhoun, Vince D, Caspers, Svenja, Chow, Eva W C, Cichon, Sven, Thomopoulos, Sophia I, Ciufolini, Simone, Craig, Michael C, Crespo-Facorro, Benedicto, Cunningham, Adam C, Dale, Anders M, Dazzan, Paola, de Zubicaray, Greig I, Djurovic, Srdjan, Doherty, Joanne L, Donohoe, Gary, van der Meer, Dennis, Draganski, Bogdan, Durdle, Courtney A, Ehrlich, Stefan, Emanuel, Beverly S, Espeseth, Thomas, Fisher, Simon E, Ge, Tian, Glahn, David C, Grabe, Hans J, Gur, Raquel E, Sun, Daqiang, Gutman, Boris A, Haavik, Jan, Håberg, Asta K, Hansen, Laura A, Hashimoto, Ryota, Hibar, Derrek P, Holmes, Avram J, Hottenga, Jouke-Jan, Hulshoff Pol, Hilleke E, Jalbrzikowski, Maria, Villalon-Reina, Julio E, Knowles, Emma E M, Kushan, Leila, Linden, David E J, Liu, Jingyu, Lundervold, Astri J, Martin-Brevet, Sandra, Martínez, Kenia, Mather, Karen A, Mathias, Samuel R, McDonald-McGinn, Donna M, Agartz, Ingrid, McRae, Allan F, Medland, Sarah E, Moberget, Torgeir, Modenato, Claudia, Monereo Sánchez, Jennifer, Moreau, Clara A, Mühleisen, Thomas W, Paus, Tomas, Pausova, Zdenka, Prieto, Carlos, Amunts, Katrin, Ragothaman, Anjanibhargavi, Reinbold, Céline S, Reis Marques, Tiago, Repetto, Gabriela M, Reymond, Alexandre, Roalf, David R, Rodriguez-Herreros, Borja, Rucker, James J, Sachdev, Perminder S, Schmitt, James E, Arango, Celso, Schofield, Peter R, Silva, Ana I, Stefansson, Hreinn, Stein, Dan J, Tamnes, Christian K, Tordesillas-Gutiérrez, Diana, Ulfarsson, Magnus O, Vajdi, Ariana, van 't Ent, Dennis, van den Bree, Marianne B M, Armstrong, Nicola J, Vassos, Evangelos, Vázquez-Bourgon, Javier, Vila-Rodriguez, Fidel, Walters, G Bragi, Wen, Wei, Westlye, Lars T, Wittfeld, Katharina, Zackai, Elaine H, Stefánsson, Kári, Jacquemont, Sebastien, the ENIGMA-CNV Working Group, the ENIGMA 22q11.2 Deletion Syndrome Working Group, Stochastics, Biological Psychology, APH - Mental Health, APH - Methodology, APH - Personalized Medicine, APH - Health Behaviors & Chronic Diseases, ENIGMA-CNV Working Group, ENIGMA 22q11.2 Deletion Syndrome Working Group, and Universidad de Cantabria

Subjects
Review Article, genetics [Mental Disorders], 0302 clinical medicine, genetics-first approach, pathology [Brain], Multicenter Studies as Topic, Copy-number variation, Review Articles, education.field_of_study, brain structural imaging, Radiological and Ultrasound Technology, genetics [Neurodevelopmental Disorders], Mental Disorders, neurodevelopmental disorders, 05 social sciences, growth & development [Brain], Brain, pathology [Mental Disorders], Cognition, Human brain, diffusion tensor imaging, Magnetic Resonance Imaging, diagnostic imaging [Neurodevelopmental Disorders], medicine.anatomical_structure, psychiatric disorders, Neurology, Anatomy, medicine.medical_specialty, Brain development, DNA Copy Number Variations, Population, Neuroimaging, Biology, 050105 experimental psychology, 03 medical and health sciences, evolution, medicine, pathology [Neurodevelopmental Disorders], Humans, 0501 psychology and cognitive sciences, Radiology, Nuclear Medicine and imaging, Deletion syndrome, copy number variant, ddc:610, genetics‐first approach, education, Psychiatry, diagnostic imaging [Brain], Neurology (clinical), Working group, 030217 neurology & neurosurgery, diagnostic imaging [Mental Disorders]
Abstract

The Enhancing NeuroImaging Genetics through Meta‐Analysis copy number variant (ENIGMA‐CNV) and 22q11.2 Deletion Syndrome Working Groups (22q‐ENIGMA WGs) were created to gain insight into the involvement of genetic factors in human brain development and related cognitive, psychiatric and behavioral manifestations. To that end, the ENIGMA‐CNV WG has collated CNV and magnetic resonance imaging (MRI) data from ~49,000 individuals across 38 global research sites, yielding one of the largest studies to date on the effects of CNVs on brain structures in the general population. The 22q‐ENIGMA WG includes 12 international research centers that assessed over 533 individuals with a confirmed 22q11.2 deletion syndrome, 40 with 22q11.2 duplications, and 333 typically developing controls, creating the largest‐ever 22q11.2 CNV neuroimaging data set. In this review, we outline the ENIGMA infrastructure and procedures for multi‐site analysis of CNVs and MRI data. So far, ENIGMA has identified effects of the 22q11.2, 16p11.2 distal, 15q11.2, and 1q21.1 distal CNVs on subcortical and cortical brain structures. Each CNV is associated with differences in cognitive, neurodevelopmental and neuropsychiatric traits, with characteristic patterns of brain structural abnormalities. Evidence of gene‐dosage effects on distinct brain regions also emerged, providing further insight into genotype–phenotype relationships. Taken together, these results offer a more comprehensive picture of molecular mechanisms involved in typical and atypical brain development. This “genotype‐first” approach also contributes to our understanding of the etiopathogenesis of brain disorders. Finally, we outline future directions to better understand effects of CNVs on brain structure and behavior., The enhancing neuroimaging genetics through meta‐analysis (ENIGMA) copy number variant (CNV) and 22q11.2 Working Groups focus on gaining insight into how rare genetic variants affect human brain development, cognition, and behavior. The two ENIGMA working groups have collated CNV and brain‐imaging data from numerous individuals, gathered by numerous international research centers, and analyzed this data with standardized processing and analysis pipelines. Future directions for the ENIGMA CNV and 22q11.2 working groups are to analyze CNVs with larger sample sizes and more imaging modalities to better understand how rare genetic variants affect the brain, and their clinical and behavioral consequences.

Published
2021

16. 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

17. 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

18. 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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19. Effects of copy number variations on brain structure and risk for psychiatric illness: Large-scale studies from the ENIGMA Working Groups on CNVs

Author

Sønderby, Ida E., primary, Ching, Christopher RK, additional, Thomopoulos, Sophia I, additional, van der Meer, Dennis, additional, Villalon-Reina, Julio E., additional, Agartz, Ingrid, additional, Amunts, Katrin, additional, Arango, Celso, additional, Armstrong, Nicola J, additional, Ayesa-Arriola, Rosa, additional, Bakker, Geor, additional, Bassett, Anne S, additional, Boomsma, Dorret, additional, Bülow, Robin, additional, Butcher, Nancy J., additional, Calhoun, Vince D, additional, Caspers, Svenja, additional, Chow, Eva WC, additional, Cichon, Sven, additional, Ciufolini, Simone, additional, Craig, Michael, additional, Crespo-Facorro, Benedicto, additional, Cunningham, Adam, additional, Dale, Anders M, additional, Dazzan, Paola, additional, de Zubicaray, Greig Ian, additional, Djurovic, Srdjan, additional, Doherty, Joanne L, additional, Donohoe, Gary, additional, Draganski, Bogdan, additional, Durdle, Courtney, additional, Ehrlich, Stefan, additional, Emanuel, Beverly S, additional, Espeseth, Thomas, additional, Fisher, Simon, additional, Gan, Tian, additional, Glahn, David C., additional, Grabe, Hans J., additional, Gur, Raquel E., additional, Gutman, Boris A, additional, Haakvik, Jan, additional, Håberg, Asta, additional, Hansen, Laura A, additional, Hashimoto, Ryota, additional, Hibar, Derrek P., additional, Holmes, Avram J, additional, Hottenga, Jouke-Jan, additional, Pol, Hilleke E. Hulshoff, additional, Jalbrzikowski, Maria, additional, Knowles, Emma EM, additional, Kushan, Leila, additional, Linden, David, additional, Lundervold, Astri J., additional, Martin-Brevet, Sandra, additional, Martínez, Kenia, additional, Mather, Karen A, additional, Mathias, Samuel R., additional, McDonald-McGinn, Donna M, additional, McRae, Allan F, additional, Medland, Sarah, additional, Moberget, Torgeir, additional, Modenato, Claudia, additional, Sánchez, Jennifer Monereo, additional, Moreau, Clara, additional, Mühleisen, Thomas W, additional, Paus, Tomáš, additional, Pausova, Zdenka, additional, Prieto, Carlos, additional, Ragothaman, Anjanibhargavi, additional, Reinbold, Céline S, additional, Marques, Tiago Reis, additional, Repetto, Gabriela M, additional, Reymond, Alexandre, additional, Roalf, David R, additional, Rodriguez-Herreros, Borja, additional, Rucker, James J, additional, Sachdev, Perminder S, additional, Schmitt, James E, additional, Schofield, Peter R, additional, Silva, Ana I, additional, Stefansson, Hreinn, additional, Stein, Dan J., additional, Sun, Daqiang, additional, Tamnes, Christian K., additional, Tordesillas-Gutiérrez, Diana, additional, Ulfarsson, Magnus O, additional, Vajdi, Ariana, additional, van 't Ent, Dennis, additional, van den Bree, Marianne BM, additional, Vázquez-Bourgon, Javier, additional, Vila-Rodriguez, fidel, additional, Walters, G. Bragi, additional, Wen, Wei, additional, Westlye, Lars T., additional, Wittfeld, Katharina, additional, Zackai, Elaine H, additional, Stefánsson, Kári, additional, Jacquemont, Sebastien, additional, Thompson, Paul, additional, Bearden, Carrie E., additional, and Andreassen, Ole A., additional

Published
2021
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20. Deep transfer learning of brain shape morphometry predicts Body Mass Index (BMI) in the UK Biobank

Author

Zeng, Ling-Li, primary, Ching, Christopher R. K., additional, Abaryan, Zvart, additional, Thomopoulos, Sophia I., additional, Gao, Kai, additional, Zhu, Alyssa H., additional, Ragothaman, Anjanibhargavi, additional, Rashid, Faisal, additional, Harrison, Marc, additional, Salminen, Lauren E., additional, Riedel, Brandalyn, additional, Jahanshad, Neda, additional, Hu, Dewen, additional, and Thompson, Paul M., additional

Published
2020
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23. Subcortical shape alterations in major depressive disorder: Findings from the ENIGMA major depressive disorder working group

Author

Ho, Tiffany C., primary, Gutman, Boris, additional, Pozzi, Elena, additional, Grabe, Hans J., additional, Hosten, Norbert, additional, Wittfeld, Katharina, additional, Völzke, Henry, additional, Baune, Bernhard, additional, Dannlowski, Udo, additional, Förster, Katharina, additional, Grotegerd, Dominik, additional, Redlich, Ronny, additional, Jansen, Andreas, additional, Kircher, Tilo, additional, Krug, Axel, additional, Meinert, Susanne, additional, Nenadic, Igor, additional, Opel, Nils, additional, Dinga, Richard, additional, Veltman, Dick J., additional, Schnell, Knut, additional, Veer, Ilya, additional, Walter, Henrik, additional, Gotlib, Ian H., additional, Sacchet, Matthew D., additional, Aleman, André, additional, Groenewold, Nynke A., additional, Stein, Dan J., additional, Li, Meng, additional, Walter, Martin, additional, Ching, Christopher R. K., additional, Jahanshad, Neda, additional, Ragothaman, Anjanibhargavi, additional, Isaev, Dmitry, additional, Zavaliangos‐Petropulu, Artemis, additional, Thompson, Paul M., additional, Sämann, Philipp G., additional, and Schmaal, Lianne, additional

Published
2020
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24. 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

25. 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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26. Altered Cortical Brain Structure and Increased Risk for Disease Seen Decades After Perinatal Exposure to Maternal Smoking: A Study of 9000 Adults in the UK Biobank

Author

Salminen, Lauren E, primary, Wilcox, Rand R, additional, Zhu, Alyssa H, additional, Riedel, Brandalyn C, additional, Ching, Christopher R K, additional, Rashid, Faisal, additional, Thomopoulos, Sophia I, additional, Saremi, Arvin, additional, Harrison, Marc B, additional, Ragothaman, Anjanibhargavi, additional, Knight, Victoria, additional, Boyle, Christina P, additional, Medland, Sarah E, additional, Thompson, Paul M, additional, and Jahanshad, Neda, additional

Published
2019
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27. Cortical thickness as predictor of response to exercise in people with Parkinson's disease.

Author

Silva‐Batista, Carla, Ragothaman, Anjanibhargavi, Mancini, Martina, Carlson‐Kuhta, Patricia, Harker, Graham, Jung, Se Hee, Nutt, John G., Fair, Damien A, Horak, Fay B., and Miranda‐Domínguez, Oscar

Subjects
*PARKINSON'S disease, *WALKING speed, *GRAY matter (Nerve tissue), *VISUAL cortex, *EXERCISE
Abstract

We previously showed that dual‐task cost (DTC) on gait speed in people with Parkinson's disease (PD) improved after 6 weeks of the Agility Boot Camp with Cognitive Challenge (ABC‐C) exercise program. Since deficits in dual‐task gait speed are associated with freezing of gait and gray matter atrophy, here we performed preplanned secondary analyses to answer two questions: (a) Do people with PD who are freezers present similar improvements compared to nonfreezers in DTC on gait speed with ABC‐C? (b) Can cortical thickness at baseline predict responsiveness to the ABC‐C? The DTC from 39 freezers and 43 nonfreezers who completed 6 weeks of ABC‐C were analyzed. A subset of 51 participants (21 freezers and 30 nonfreezers) with high quality imaging data were used to characterize relationships between baseline cortical thickness and delta (Δ) DTC on gait speed following ABC‐C. Freezers showed larger ΔDTC on gait speed than nonfreezers with ABC‐C program (p <.05). Cortical thickness in visual and fronto‐parietal areas predicted ΔDTC on gait speed in freezers, whereas sensorimotor‐lateral thickness predicted ΔDTC on gait speed in nonfreezers (p <.05). When matched for motor severity, visual cortical thickness was a common predictor of response to exercise in all individuals, presenting the largest effect size. In conclusion, freezers improved gait automaticity even more than nonfreezers from cognitively challenging exercise. DTC on gait speed improvement was associated with larger baseline cortical thickness from different brain areas, depending on freezing status, but visual cortex thickness showed the most robust relationship with exercise‐induced improvements in DTC. [ABSTRACT FROM AUTHOR]

Published
2021
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28. Altered cortical brain structure and increased risk for disease seen decades after perinatal exposure to maternal smoking: A study of 9,000 adults in the UK Biobank

Author

Salminen, Lauren E., primary, Wilcox, Rand R., additional, Zhu, Alyssa H., additional, Riedel, Brandalyn C., additional, Ching, Christopher R. K., additional, Rashid, Faisal, additional, Thomopoulos, Sophia I., additional, Saremi, Arvin, additional, Harrison, Marc B., additional, Ragothaman, Anjanibhargavi, additional, Knight, Victoria, additional, Boyle, Christina P., additional, Medland, Sarah E., additional, Thompson, Paul M., additional, and Jahanshad, Neda, additional

Published
2018
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29. A comparison of network definitions for detecting sex differences in brain connectivity using Support Vector Machines

Author

Egan, G, Salvado, O, Hafzalla, George, Ragothaman, Anjanibhargavi, Faskowitz, Joshua, Jahanshad, Neda, McMahon, Katie, de Zubicaray, Greig, Wright, Margie, Braskie, Meredith, Prasad, Gautam, Thompson, Paul, Egan, G, Salvado, O, Hafzalla, George, Ragothaman, Anjanibhargavi, Faskowitz, Joshua, Jahanshad, Neda, McMahon, Katie, de Zubicaray, Greig, Wright, Margie, Braskie, Meredith, Prasad, Gautam, and Thompson, Paul

Abstract

Human brain connectomics is a rapidly evolving area of research, using various methods to define connections or interactions between pairs of regions. Here we evaluate how the choice of (1) regions of interest, (2) definitions of a connection, and (3) normalization of connection weights to total brain connectivity and region size, affect our calculation of the structural connectome. Sex differences in the structural connectome have been established previously. We study how choices in reconstruction of the connectome affect our ability to classify subjects by sex using a support vector machine (SVM) classifier. The use of cluster-based regions led to higher accuracy in sex classification, compared to atlas-based regions. Sex classification was more accurate when based on finer cortical partitions and when using dilations of regions of interest prior to computing brain networks. © 2017 IEEE.

Published
2017

30. Relationship Between Brain Volumes and Objective Balance and Gait Measures in Parkinson’s Disease

Author

Ragothaman, Anjanibhargavi, Miranda-Dominguez, Oscar, Brumbach, Barbara H., Giritharan, Andrew, Fair, Damien A., Nutt, John G., Mancini, Martina, and Horak, Fay B.

Abstract

Instrumented measures of balance and gait measure more specific balance and gait impairments than clinical rating scales. No prior studies have used objective balance/gait measures to examine associations with ventricular and brain volumes in people with Parkinson’s disease (PD). To test the hypothesis that larger ventricular and smaller cortical and subcortical volumes are associated with impaired balance and gait in people with PD. Regional volumes from structural brain images were included from 96 PD and 50 control subjects. Wearable inertial sensors quantified gait, anticipatory postural adjustments prior to step initiation (APAs), postural responses to a manual push, and standing postural sway on a foam surface. Multiple linear regression models assessed the relationship between brain volumes and balance/gait and their interactions in PD and controls, controlling for sex, age and corrected for multiple comparisons. Smaller brainstem and subcortical gray matter volumes were associated with larger sway area in people with PD, but not healthy controls. In contrast, larger ventricle volume was associated with smaller APAs in healthy controls, but not in people with PD. A sub-analysis in PD showed significant interactions between freezers and non-freezers, in several subcortical areas with stride time variability, gait speed and step initiation. Our models indicate that smaller subcortical and brainstem volumes may be indicators of standing balance dysfunction in people with PD whereas enlarged ventricles may be related to step initiation difficulties in healthy aging. Also, multiple subcortical region atrophy may be associated with freezing of gait in PD.

Published
2021
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32. Using pilot-jobs for developing eThread, a meta-threading pipeline

Author

Ragothaman, Anjanibhargavi

Abstract

The genome revolution has produced vast amount of sequence information, but the functional annotation of most of the gene products are yet to be explored in depth. Functional inference of low sequence identity is brought about by the structure based template methods. To model and understand these proteome scale functions, state of-the-art algorithms like eThread is used. They are compute intensive and demand effe cient and optimal use of the underlying resources. Combination of large scale data and complex workload raises the need for pilot based approaches. eThread is a metathreading protein structure modeling algorithm which is supported by ten independent single-threading algorithms whose computational complexity also depends on the number and size of the input sequences. In this thesis, eThread pipeline is developed on an extensible, scalable and interoperable pilot-job based framework and it supports concurrent tasks execution and data-parallelization on heterogeneous resources deployed on Amazon EC2 with S3 as data repository. This study aims to understand the dominant factors which influence the performance of eThread on EC2. This analysis suggests an optimized solution based on execution time and cost of implementation. It primarily achieves better utilization of resources by scaling workload on multiple resources. Further ideas on increasing resource capacity and discussions on the importance of dynamic execution of tasks are also laid out.

Published
2014
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36. The genetic architecture of the human cerebral cortex.

Author

Grasby KL, Jahanshad N, Painter JN, Colodro-Conde L, Bralten J, Hibar DP, Lind PA, Pizzagalli F, Ching CRK, McMahon MAB, Shatokhina N, Zsembik LCP, Thomopoulos SI, Zhu AH, Strike LT, Agartz I, Alhusaini S, Almeida MAA, Alnæs D, Amlien IK, Andersson M, Ard T, Armstrong NJ, Ashley-Koch A, Atkins JR, Bernard M, Brouwer RM, Buimer EEL, Bülow R, Bürger C, Cannon DM, Chakravarty M, Chen Q, Cheung JW, Couvy-Duchesne B, Dale AM, Dalvie S, de Araujo TK, de Zubicaray GI, de Zwarte SMC, den Braber A, Doan NT, Dohm K, Ehrlich S, Engelbrecht HR, Erk S, Fan CC, Fedko IO, Foley SF, Ford JM, Fukunaga M, Garrett ME, Ge T, Giddaluru S, Goldman AL, Green MJ, Groenewold NA, Grotegerd D, Gurholt TP, Gutman BA, Hansell NK, Harris MA, Harrison MB, Haswell CC, Hauser M, Herms S, Heslenfeld DJ, Ho NF, Hoehn D, Hoffmann P, Holleran L, Hoogman M, Hottenga JJ, Ikeda M, Janowitz D, Jansen IE, Jia T, Jockwitz C, Kanai R, Karama S, Kasperaviciute D, Kaufmann T, Kelly S, Kikuchi M, Klein M, Knapp M, Knodt AR, Krämer B, Lam M, Lancaster TM, Lee PH, Lett TA, Lewis LB, Lopes-Cendes I, Luciano M, Macciardi F, Marquand AF, Mathias SR, Melzer TR, Milaneschi Y, Mirza-Schreiber N, Moreira JCV, Mühleisen TW, Müller-Myhsok B, Najt P, Nakahara S, Nho K, Olde Loohuis LM, Orfanos DP, Pearson JF, Pitcher TL, Pütz B, Quidé Y, Ragothaman A, Rashid FM, Reay WR, Redlich R, Reinbold CS, Repple J, Richard G, Riedel BC, Risacher SL, Rocha CS, Mota NR, Salminen L, Saremi A, Saykin AJ, Schlag F, Schmaal L, Schofield PR, Secolin R, Shapland CY, Shen L, Shin J, Shumskaya E, Sønderby IE, Sprooten E, Tansey KE, Teumer A, Thalamuthu A, Tordesillas-Gutiérrez D, Turner JA, Uhlmann A, Vallerga CL, van der Meer D, van Donkelaar MMJ, van Eijk L, van Erp TGM, van Haren NEM, van Rooij D, van Tol MJ, Veldink JH, Verhoef E, Walton E, Wang M, Wang Y, Wardlaw JM, Wen W, Westlye LT, Whelan CD, Witt SH, Wittfeld K, Wolf C, Wolfers T, Wu JQ, Yasuda CL, Zaremba D, Zhang Z, Zwiers MP, Artiges E, Assareh AA, Ayesa-Arriola R, Belger A, Brandt CL, Brown GG, Cichon S, Curran JE, Davies GE, Degenhardt F, Dennis MF, Dietsche B, Djurovic S, Doherty CP, Espiritu R, Garijo D, Gil Y, Gowland PA, Green RC, Häusler AN, Heindel W, Ho BC, Hoffmann WU, Holsboer F, Homuth G, Hosten N, Jack CR Jr, Jang M, Jansen A, Kimbrel NA, Kolskår K, Koops S, Krug A, Lim KO, Luykx JJ, Mathalon DH, Mather KA, Mattay VS, Matthews S, Mayoral Van Son J, McEwen SC, Melle I, Morris DW, Mueller BA, Nauck M, Nordvik JE, Nöthen MM, O'Leary DS, Opel N, Martinot MP, Pike GB, Preda A, Quinlan EB, Rasser PE, Ratnakar V, Reppermund S, Steen VM, Tooney PA, Torres FR, Veltman DJ, Voyvodic JT, Whelan R, White T, Yamamori H, Adams HHH, Bis JC, Debette S, Decarli C, Fornage M, Gudnason V, Hofer E, Ikram MA, Launer L, Longstreth WT, Lopez OL, Mazoyer B, Mosley TH, Roshchupkin GV, Satizabal CL, Schmidt R, Seshadri S, Yang Q, Alvim MKM, Ames D, Anderson TJ, Andreassen OA, Arias-Vasquez A, Bastin ME, Baune BT, Beckham JC, Blangero J, Boomsma DI, Brodaty H, Brunner HG, Buckner RL, Buitelaar JK, Bustillo JR, Cahn W, Cairns MJ, Calhoun V, Carr VJ, Caseras X, Caspers S, Cavalleri GL, Cendes F, Corvin A, Crespo-Facorro B, Dalrymple-Alford JC, Dannlowski U, de Geus EJC, Deary IJ, Delanty N, Depondt C, Desrivières S, Donohoe G, Espeseth T, Fernández G, Fisher SE, Flor H, Forstner AJ, Francks C, Franke B, Glahn DC, Gollub RL, Grabe HJ, Gruber O, Håberg AK, Hariri AR, Hartman CA, Hashimoto R, Heinz A, Henskens FA, Hillegers MHJ, Hoekstra PJ, Holmes AJ, Hong LE, Hopkins WD, Hulshoff Pol HE, Jernigan TL, Jönsson EG, Kahn RS, Kennedy MA, Kircher TTJ, Kochunov P, Kwok JBJ, Le Hellard S, Loughland CM, Martin NG, Martinot JL, McDonald C, McMahon KL, Meyer-Lindenberg A, Michie PT, Morey RA, Mowry B, Nyberg L, Oosterlaan J, Ophoff RA, Pantelis C, Paus T, Pausova Z, Penninx BWJH, Polderman TJC, Posthuma D, Rietschel M, Roffman JL, Rowland LM, Sachdev PS, Sämann PG, Schall U, Schumann G, Scott RJ, Sim K, Sisodiya SM, Smoller JW, Sommer IE, St Pourcain B, Stein DJ, Toga AW, Trollor JN, Van der Wee NJA, van 't Ent D, Völzke H, Walter H, Weber B, Weinberger DR, Wright MJ, Zhou J, Stein JL, Thompson PM, and Medland SE

Subjects
Attention Deficit Disorder with Hyperactivity genetics, Brain Mapping, Cognition, Genetic Loci, Genome-Wide Association Study, Humans, Magnetic Resonance Imaging, Organ Size genetics, Parkinson Disease genetics, Cerebral Cortex anatomy & histology, Genetic Variation
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., (Copyright © 2020 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works.)

Published
2020
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37. A COMPARISON OF NETWORK DEFINITIONS FOR DETECTING SEX DIFFERENCES IN BRAIN CONNECTIVITY USING SUPPORT VECTOR MACHINES.

Author

Hafzalla GW, Ragothaman A, Faskowitz J, Jahanshad N, McMahon KL, de Zubicaray GI, Wright MJ, Braskie MN, Prasad G, and Thompson PM

Abstract

Human brain connectomics is a rapidly evolving area of research, using various methods to define connections or interactions between pairs of regions. Here we evaluate how the choice of (1) regions of interest, (2) definitions of a connection, and (3) normalization of connection weights to total brain connectivity and region size, affect our calculation of the structural connectome. Sex differences in the structural connectome have been established previously. We study how choices in reconstruction of the connectome affect our ability to classify subjects by sex using a support vector machine (SVM) classifier. The use of cluster-based regions led to higher accuracy in sex classification, compared to atlas-based regions. Sex classification was more accurate when based on finer cortical partitions and when using dilations of regions of interest prior to computing brain networks.

Published
2017
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