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Abstract
Many copy number variants (CNVs) confer risk for the same range of neurodevelopmental symptoms and psychiatric conditions including autism and schizophrenia. Yet, to date neuroimaging studies have typically been carried out one mutation at a time, showing that CNVs have large effects on brain anatomy. Here, we aimed to characterize and quantify the distinct brain morphometry effects and latent dimensions across 8 neuropsychiatric CNVs. We analyzed T1-weighted MRI data from clinically and non-clinically ascertained CNV carriers (deletion/duplication) at the 1q21.1 (n = 39/28), 16p11.2 (n = 87/78), 22q11.2 (n = 75/30), and 15q11.2 (n = 72/76) loci as well as 1296 non-carriers (controls). Case-control contrasts of all examined genomic loci demonstrated effects on brain anatomy, with deletions and duplications showing mirror effects at the global and regional levels. Although CNVs mainly showed distinct brain patterns, principal component analysis (PCA) loaded subsets of CNVs on two latent brain dimensions, which explained 32 and 29% of the variance of the 8 Cohen’s d maps. The cingulate gyrus, insula, supplementary motor cortex, and cerebellum were identified by PCA and multi-view pattern learning as top regions contributing to latent dimension shared across subsets of CNVs. The large proportion of distinct CNV effects on brain morphology may explain the small neuroimaging effect sizes reported in polygenic psychiatric conditions. Nevertheless, latent gene brain morphology dimensions will help subgroup the rapidly expanding landscape of neuropsychiatric variants and dissect the heterogeneity of idiopathic conditions.
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Details
; Kumar, Kuldeep 2
; Moreau, Clara 2 ; Martin-Brevet, Sandra 1 ; Huguet Guillaume 2
; Schramm, Catherine 2 ; Martineau, Jean-Louis 2 ; Charles-Olivier, Martin 2 ; Younis, Nadine 2 ; Tamer Petra 2 ; Douard Elise 2 ; Thébault-Dagher Fanny 2 ; Côté Valérie 2 ; Audrey-Rose, Charlebois 2 ; Deguire Florence 2 ; Maillard, Anne M 3 ; Rodriguez-Herreros Borja 3 ; Pain Aurèlie 3 ; Richetin Sonia 3 ; Addor Marie-Claude 4 ; Andrieux Joris 5 ; Arveiler Benoît 6 ; Baujat Geneviève 7 ; Sloan-Béna Frédérique 8 ; Belfiore, Marco 9 ; Bonneau, Dominique 10 ; Bouquillon Sonia 11 ; Boute Odile 12 ; Brusco Alfredo 13 ; Busa Tiffany 14 ; Caberg Jean- Hubert 15 ; Campion, Dominique 16 ; Colombert Vanessa 17 ; Cordier Marie-Pierre 18 ; Albert, David 19 ; François-Guillaume, Debray 20 ; Marie-Ange, Delrue 21 ; Doco-Fenzy Martine 22 ; Dunkhase-Heinl Ulrike 23 ; Edery, Patrick 18 ; Fagerberg, Christina 24 ; Faivre, Laurence 25 ; Forzano Francesca 26 ; David, Genevieve 27 ; Marion, Gérard 28 ; Giachino, Daniela 29 ; Guichet Agnès 30 ; Guillin Olivier 31 ; Héron Delphine 32 ; Bertrand, Isidor 19 ; Jacquette Aurélia 33 ; Jaillard Sylvie 34 ; Journel Hubert 17 ; Keren, Boris 35 ; Lacombe Didier 36 ; Lebon Sébastien 37 ; Le Caignec Cédric 38 ; Marie-Pierre, Lemaître 39 ; Lespinasse, James 40 ; Mathieu-Dramart Michèle 41 ; Mercier, Sandra 19 ; Mignot Cyril 42 ; Missirian Chantal 14 ; Petit, Florence 43 ; Pilekær Sørensen Kristina 44 ; Pinson Lucile 27 ; Plessis Ghislaine 28 ; Prieur Fabienne 45 ; Raymond, Alexandre 46 ; Rooryck-Thambo Caroline 47 ; Rossi, Massimiliano 18 ; Sanlaville Damien 48 ; Schlott Kristiansen Britta 44 ; Schluth-Bolard Caroline 48 ; Till, Marianne 18 ; Mieke, Van Haelst 49 ; Lionel, Van Maldergem 50 ; Hanalore, Alupay 51 ; Aaronson, Benjamin 51 ; Ackerman, Sean 51 ; Ankenman Katy 51 ; Anwar Ayesha 51 ; Atwell, Constance 51 ; Bowe, Alexandra 51 ; Beaudet, Arthur L 51 ; Benedetti, Marta 51 ; Berg, Jessica 51 ; Berman, Jeffrey 51 ; Berry, Leandra N 51 ; Bibb, Audrey L 51 ; Blaskey, Lisa 51 ; Brennan, Jonathan 51 ; Brewton, Christie M 51 ; Buckner, Randy 51 ; Bukshpun Polina 51 ; Burko Jordan 51 ; Cali, Phil 51 ; Cerban Bettina 51 ; Chang Yishin 51 ; Maxwell, Cheong 51 ; Chow, Vivian 51 ; Chu, Zili 51 ; Chudnovskaya Darina 51 ; Cornew Lauren 51 ; Corby, Dale 51 ; Dell, John 51 ; Dempsey, Allison G 51 ; Deschamps, Trent 51 ; Earl, Rachel 51 ; Edgar, James 51 ; Elgin Jenna 51 ; Olson, Jennifer Endre 51 ; Evans, Yolanda L 51 ; Findlay, Anne 51 ; Fischbach, Gerald D 51 ; Fisk, Charlie 51 ; Fregeau Brieana 51 ; Gaetz, Bill 51 ; Gaetz, Leah 51 ; Garza, Silvia 51 ; Gerdts, Jennifer 51 ; Glenn, Orit 51 ; Gobuty, Sarah E 51 ; Golembski Rachel 51 ; Greenup Marion 51 ; Heiken Kory 51 ; Hines, Katherine 51 ; Hinkley Leighton 51 ; Jackson, Frank I 51 ; Julian, Jenkins, III 51 ; Jeremy, Rita J 51 ; Johnson, Kelly 51 ; Kanne, Stephen M 51 ; Kessler, Sudha 51 ; Khan, Sarah Y 51 ; Ku, Matthew 51 ; Kuschner, Emily 51 ; Laakman, Anna L 51 ; Lam, Peter 51 ; Lasala, Morgan W 51 ; Lee, Hana 51 ; LaGuerre, Kevin 51 ; Levy, Susan 51 ; Cavanagh, Alyss Lian 51 ; Llorens, Ashlie V 51 ; Loftus, Campe Katherine 51 ; Luks, Tracy L 51 ; Marco, Elysa J 51 ; Martin, Stephen 51 ; Martin, Alastair J 51 ; Marzano, Gabriela 51 ; Masson, Christina 51 ; McGovern, Kathleen E 51 ; Keehn Rebecca McNally 51 ; Miller, David T 51 ; Miller, Fiona K 51 ; Moss, Timothy J 51 ; Murray, Rebecca 51 ; Nagarajan, Srikantan S 51 ; Nowell, Kerri P 51 ; Owen, Julia 51 ; Paal, Andrea M 51 ; Packer, Alan 51 ; Page, Patricia Z 51 ; Paul, Brianna M 51 ; Peters, Alana 51 ; Peterson, Danica 51 ; Poduri Annapurna 51 ; Pojman, Nicholas J 51 ; Porche, Ken 51 ; Proud, Monica B 51 ; Saba, Qasmieh 51 ; Ramocki, Melissa B 51 ; Reilly, Beau 51 ; Roberts Timothy P L 51 ; Shaw, Dennis 51 ; Sinha Tuhin 51 ; Smith-Packard, Bethanny 51 ; Gallagher, Anne Snow 51 ; Swarnakar Vivek 51 ; Thieu, Tony 51 ; Triantafallou Christina 51 ; Vaughan, Roger 51 ; Wakahiro Mari 51 ; Wallace, Arianne 51 ; Ward, Tracey 51 ; Wenegrat, Julia 51 ; Wolken, Anne 51 ; Melie-Garcia Lester 52
; Kushan Leila 53 ; Silva, Ana I 54
; van den Bree Marianne B M 55
; Linden David E J 56 ; Owen, Michael J 57
; Hall, Jeremy 55
; Lippé, Sarah 2 ; Chakravarty Mallar 58 ; Bzdok Danilo 59 ; Bearden, Carrie E 53
; Draganski Bogdan 60
; Jacquemont Sébastien 2
1 Centre Hospitalier Universitaire Vaudois and University of Lausanne, LREN - Department of Clinical Neurosciences, Lausanne, Switzerland (GRID:grid.8515.9) (ISNI:0000 0001 0423 4662)
2 Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Canada (GRID:grid.411418.9) (ISNI:0000 0001 2173 6322)
3 Centre Hospitalier Universitaire Vaudois and University of Lausanne, Service des Troubles du Spectre de l’Autisme et apparentés, Lausanne, Switzerland (GRID:grid.8515.9) (ISNI:0000 0001 0423 4662)
4 Lausanne University, Service de génétique médicale, Centre Hospitalier Universitaire Vaudois, Lausanne, Switzerland (GRID:grid.9851.5) (ISNI:0000 0001 2165 4204)
5 CHRU de Lille, Hopital Jeanne de Flandre, Institut de Génétique Médicale, Lille, France (GRID:grid.414184.c) (ISNI:0000 0004 0593 6676)
6 CHU de Bordeaux- GH Pellegrin, Service de génétique médicale, Bordeaux, France (GRID:grid.42399.35) (ISNI:0000 0004 0593 7118)
7 CHU Paris - Hôpital Necker-Enfants Malades, Service de Génétique Médicale, Paris, France (GRID:grid.412134.1) (ISNI:0000 0004 0593 9113)
8 Hôpitaux Universitaires de Genève – HUG, Service de médecine génétique, Geneva, Switzerland (GRID:grid.150338.c) (ISNI:0000 0001 0721 9812)
9 Centre Hospitalier Universitaire Vaudois, Lausanne University, Service de génétique médicale, Lausanne, Switzerland (GRID:grid.8515.9) (ISNI:0000 0001 0423 4662)
10 CHU d’Angers, Service de génétique médicale, Angers, France (GRID:grid.411147.6) (ISNI:0000 0004 0472 0283)
11 Hopital Jeanne de Flandre, Institut de Génétique Médicale, Lille, France (GRID:grid.414184.c) (ISNI:0000 0004 0593 6676)
12 CHRU de Lille, Hôpital Jeanne de Flandre, Lille, France (GRID:grid.410463.4) (ISNI:0000 0004 0471 8845)
13 Università di Torino, Genetica Medica, Dipartimento di Scienze Mediche, Torino, Italy (GRID:grid.7605.4) (ISNI:0000 0001 2336 6580)
14 CHU de Marseille, Hôpital de la Timone, Département de génétique médicale, Marseille, France (GRID:grid.411266.6) (ISNI:0000 0001 0404 1115)
15 CHU de Liège, Centre de génétique humaine, Liège, Belgique (GRID:grid.411374.4) (ISNI:0000 0000 8607 6858)
16 Centre hospitalier de Rouvray, Service de psychiatrie, Sotteville lès Rouen, France (GRID:grid.477068.a) (ISNI:0000 0004 1765 2814)
17 Centre Hospitalier Bretagne Atlantique CH Chubert, Service de génétique médicale, Vannes, France (GRID:grid.440367.2) (ISNI:0000 0004 0638 5597)
18 CHU de Lyon, Hospices Civils de Lyon, Service de génétique clinique, Lyon, France (GRID:grid.413852.9) (ISNI:0000 0001 2163 3825)
19 CHU de Nantes, Hôtel Dieu, Service de Génétique Médicale, Paris, France (GRID:grid.411394.a) (ISNI:0000 0001 2191 1995)
20 CHU Sart Tilman, Service de Génétique Humaine, Liège, Belgique (GRID:grid.411374.4) (ISNI:0000 0000 8607 6858)
21 CHU de Bordeaux, Hôpital Pellegrin, Service de génétique médicale, Bordeaux, France (GRID:grid.414263.6)
22 CHU de Reims, Hôpital Maison Blanche, Service de Génétique et Biologie de la Reproduction, Reims, France (GRID:grid.414215.7) (ISNI:0000 0004 0639 4792)
23 Aabenraa Hospital, Department of Pediatrics, Sonderjylland, Denmark (GRID:grid.416811.b) (ISNI:0000 0004 0631 6436)
24 Odense University hospital, Department of Clinical Genetics, Odense, Denmark (GRID:grid.7143.1) (ISNI:0000 0004 0512 5013)
25 CHU Dijon Bourgogne - Hôpital François Mitterrand, Centre de génétique, Hôpital d’Enfants, Dijon, France (GRID:grid.31151.37)
26 Ospedali Galliera di Genova, Ambulatorio di Genetica Medica, Genoa, Italy (GRID:grid.450697.9) (ISNI:0000 0004 1757 8650); 7th Floor Borough Wing, Guy’s Hospital, Guy’s & St Thomas’ NHS Foundation Trust, Great Maze Pond, Clinical Genetics Department, London, UK (GRID:grid.239826.4) (ISNI:0000 0004 0391 895X)
27 Université Montpellier, Unité Inserm U1183, CHU Montpellier, Département de Génétique Médicale, Maladies Rares et Médecine Personnalisée, service de génétique clinique, Montpellier, France (GRID:grid.121334.6) (ISNI:0000 0001 2097 0141)
28 CHU de Caen, Hôpital Clémenceau, Service de Génétique, Caen, France (GRID:grid.411149.8) (ISNI:0000 0004 0472 0160)
29 Università di Torino, Genetica Medica, Dipartimento di Scienze Cliniche e Biologiche, Torino, Italy (GRID:grid.7605.4) (ISNI:0000 0001 2336 6580)
30 CHU d’Angers, Service de génétique, Angers, France (GRID:grid.411147.6) (ISNI:0000 0004 0472 0283)
31 Centre hospitalier du Rouvray, Service de psychiatrie, Sotteville lès Rouen, France (GRID:grid.477068.a) (ISNI:0000 0004 1765 2814)
32 CHU Paris-GH La Pitié Salpêtrière-Charles Foix - Hôpital Pitié Salpêtrière, Service de Génétique clinique, Paris, France (GRID:grid.411439.a) (ISNI:0000 0001 2150 9058)
33 CHU Paris-GH La Pitié Salpêtrière-Charles Foix - Hôpital Pitié-Salpêtrière, Service de Génétique clinique, Foix, France (GRID:grid.411394.a)
34 CHU de Rennes, Hôpital Pontchaillou, Service de Génétique Moléculaire et Génomique – Pôle biologie, Rennes, France (GRID:grid.414271.5)
35 CHU Paris-GH La Pitié Salpêtrière-Charles Foix - Hôpital Pitié-Salpêtrière, Centre de Génétique Moléculaire et Chromosomique, Paris, France (GRID:grid.411439.a) (ISNI:0000 0001 2150 9058)
36 CHU de Bordeaux-GH Pellegrin, Service de génétique médicale, Bordeaux, France (GRID:grid.42399.35) (ISNI:0000 0004 0593 7118)
37 Lausanne University Hospital, Pediatric Neurology Unit, Department of Pediatrics, Lausanne, Switzerland (GRID:grid.8515.9) (ISNI:0000 0001 0423 4662)
38 CHU de Nantes, Service de Génétique Médicale - Institut de Biologie, Nantes, France (GRID:grid.277151.7) (ISNI:0000 0004 0472 0371)
39 Centre Hospitalier Régional Universitaire de Lille, Service de Neuropédiatrie, Lille, France (GRID:grid.410463.4) (ISNI:0000 0004 0471 8845)
40 Hotel Dieu, Service génétique médicale et oncogénétique, Chambéry, France (GRID:grid.410463.4)
41 CHU Amiens Picardie, Service de Génétique Clinique, Amiens, France (GRID:grid.134996.0) (ISNI:0000 0004 0593 702X)
42 CHU Paris-GH La Pitié Salpêtrière-Charles Foix - Hôpital Pitié-Salpêtrière, Service de Génétique clinique, Paris, France (GRID:grid.411439.a) (ISNI:0000 0001 2150 9058)
43 Hôpital Jeanne de Flandre, CHRU de Lille, Service de génétique clinique Guy Fontaine, Lille, France (GRID:grid.414184.c) (ISNI:0000 0004 0593 6676)
44 Odense University Hospital, Department of Clinical Genetics, Odense, Denmark (GRID:grid.7143.1) (ISNI:0000 0004 0512 5013)
45 CHU de Saint-Etienne - Hôpital Nord, Service de génétique clinique, Saint-Priest-en-Jarez, France (GRID:grid.411149.8)
46 Lausanne University, Center for Integrative Genomics, Lausanne, Switzerland (GRID:grid.9851.5) (ISNI:0000 0001 2165 4204)
47 CHU de Bordeaux-GH Pellegrin, Laboratoire de génétique moléculaire, Bordeaux, France (GRID:grid.42399.35) (ISNI:0000 0004 0593 7118)
48 CHU de Lyon, Hospices Civils de Lyon, Laboratoire de Cytogénétique Constitutionnelle, Lyon, France (GRID:grid.413852.9) (ISNI:0000 0001 2163 3825)
49 University Medical Center Utrecht, Department of Genetics, Utrecht, Netherlands (GRID:grid.7692.a) (ISNI:0000000090126352)
50 CHRU de Besançon - Hôpital Saint-Jacques, Centre de Génétique humaine, Besançon, France (GRID:grid.414362.6) (ISNI:0000 0001 0284 8505)
51 Simons Foundation, New York, USA (GRID:grid.430264.7)
52 Swiss Federal Institute Lausanne (EPFL), Applied Signal Processing Group (ASPG), Lausanne, Switzerland (GRID:grid.5333.6) (ISNI:0000000121839049)
53 UCLA, Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, Los Angeles, USA (GRID:grid.19006.3e) (ISNI:0000 0000 9632 6718)
54 Maastricht University, School for Mental Health and Neuroscience, Maastricht, Netherlands (GRID:grid.5012.6) (ISNI:0000 0001 0481 6099); Cardiff University, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff, UK (GRID:grid.5600.3) (ISNI:0000 0001 0807 5670)
55 Cardiff University, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff, UK (GRID:grid.5600.3) (ISNI:0000 0001 0807 5670); Cardiff University, Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff, UK (GRID:grid.5600.3) (ISNI:0000 0001 0807 5670); Cardiff University, Neuroscience and Mental Health Research Institute, Cardiff, UK (GRID:grid.5600.3) (ISNI:0000 0001 0807 5670)
56 Maastricht University, School for Mental Health and Neuroscience, Maastricht, Netherlands (GRID:grid.5012.6) (ISNI:0000 0001 0481 6099); Cardiff University, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff, UK (GRID:grid.5600.3) (ISNI:0000 0001 0807 5670); Cardiff University, Neuroscience and Mental Health Research Institute, Cardiff, UK (GRID:grid.5600.3) (ISNI:0000 0001 0807 5670)
57 Cardiff University, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff, UK (GRID:grid.5600.3) (ISNI:0000 0001 0807 5670); Cardiff University, Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff, UK (GRID:grid.5600.3) (ISNI:0000 0001 0807 5670)
58 McGill University, Douglas Research Centre, Montréal, Canada (GRID:grid.14709.3b) (ISNI:0000 0004 1936 8649)
59 McGill University, Department of Biomedical Engineering, McConnell Brain Imaging Centre; Montreal Neurological Institute, Montréal, Canada (GRID:grid.14709.3b) (ISNI:0000 0004 1936 8649); Mila - Quebec Artificial Intelligence Institute, Montréal, Canada (GRID:grid.510486.e)
60 Centre Hospitalier Universitaire Vaudois and University of Lausanne, LREN - Department of Clinical Neurosciences, Lausanne, Switzerland (GRID:grid.8515.9) (ISNI:0000 0001 0423 4662); Max-Planck-Institute for Human Cognitive and Brain Sciences, Neurology Department, Leipzig, Germany (GRID:grid.419524.f) (ISNI:0000 0001 0041 5028)




