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Budisteanu M, Papuc SM, Erbescu A, Glangher A, Andrei E, Rad F, Hinescu ME, Arghir A. Review of structural neuroimaging and genetic findings in autism spectrum disorder - a clinical perspective. Rev Neurosci 2025; 36:295-314. [PMID: 39566028 DOI: 10.1515/revneuro-2024-0106] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2024] [Accepted: 10/03/2024] [Indexed: 11/22/2024]
Abstract
Autism spectrum disorders (ASDs) are neurodevelopmental conditions characterized by deficits in social relationships and communication and restrictive, repetitive behaviors and interests. ASDs form a heterogeneous group from a clinical and genetic perspective. Currently, ASDs diagnosis is based on the clinical observation of the individual's behavior. The subjective nature of behavioral diagnoses, in the context of ASDs heterogeneity, contributes to significant variation in the age at ASD diagnosis. Early detection has been proved to be critical in ASDs, as early start of appropriate therapeutic interventions greatly improve the outcome for some children. Structural magnetic resonance imaging (MRI) is widely used in the diagnostic work-up of neurodevelopmental conditions, including ASDs, mostly for brain malformations detection. Recently, the focus of brain imaging shifted towards quantitative MRI parameters, aiming to identify subtle changes that may establish early detection biomarkers. ASDs have a strong genetic component; deletions and duplications of several genomic loci have been strongly associated with ASDs risk. Consequently, a multitude of neuroimaging and genetic findings emerged in ASDs in the recent years. The association of gross or subtle changes in brain morphometry and volumes with different genetic defects has the potential to bring new insights regarding normal development and pathomechanisms of various disorders affecting the brain. Still, the clinical implications of these discoveries and the impact of genetic abnormalities on brain structure and function are unclear. Here we review the literature on brain imaging correlated with the most prevalent genomic imbalances in ASD, and discuss the potential clinical impact.
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Affiliation(s)
- Magdalena Budisteanu
- Alexandru Obregia Clinical Hospital of Psychiatry, 041914, Soseaua Berceni 10, Bucharest, Romania
- Victor Babes National Institute of Pathology, 050096, Splaiul Independentei 99-101, Bucharest, Romania
- Faculty of Medicine, Titu Maiorescu University, 031593, Calea Vacaresti 187, Bucharest, Romania
| | - Sorina Mihaela Papuc
- Victor Babes National Institute of Pathology, 050096, Splaiul Independentei 99-101, Bucharest, Romania
| | - Alina Erbescu
- Victor Babes National Institute of Pathology, 050096, Splaiul Independentei 99-101, Bucharest, Romania
| | - Adelina Glangher
- Alexandru Obregia Clinical Hospital of Psychiatry, 041914, Soseaua Berceni 10, Bucharest, Romania
| | - Emanuela Andrei
- Alexandru Obregia Clinical Hospital of Psychiatry, 041914, Soseaua Berceni 10, Bucharest, Romania
- Carol Davila University of Medicine and Pharmacy, 050474, Bulevardul Eroii Sanitari 8, Bucharest, Romania
| | - Florina Rad
- Alexandru Obregia Clinical Hospital of Psychiatry, 041914, Soseaua Berceni 10, Bucharest, Romania
- Carol Davila University of Medicine and Pharmacy, 050474, Bulevardul Eroii Sanitari 8, Bucharest, Romania
| | - Mihail Eugen Hinescu
- Victor Babes National Institute of Pathology, 050096, Splaiul Independentei 99-101, Bucharest, Romania
- Carol Davila University of Medicine and Pharmacy, 050474, Bulevardul Eroii Sanitari 8, Bucharest, Romania
| | - Aurora Arghir
- Victor Babes National Institute of Pathology, 050096, Splaiul Independentei 99-101, Bucharest, Romania
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Kumar K, Liao Z, Kopal J, Moreau C, Ching CRK, Modenato C, Snyder W, Kazem S, Martin CO, Bélanger AM, Fontaine VK, Jizi K, Boen R, Huguet G, Saci Z, Kushan L, Silva AI, van den Bree MBM, Linden DEJ, Owen MJ, Hall J, Lippé S, Dumas G, Draganski B, Almasy L, Thomopoulos SI, Jahanshad N, Sønderby IE, Andreassen OA, Glahn DC, Raznahan A, Bearden CE, Paus T, Thompson PM, Jacquemont S. Cortical differences across psychiatric disorders and associated common and rare genetic variants. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2025:2025.04.16.25325971. [PMID: 40321288 PMCID: PMC12047953 DOI: 10.1101/2025.04.16.25325971] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 05/11/2025]
Abstract
Genetic studies have identified common and rare variants increasing the risk for neurodevelopmental and psychiatric disorders (NPDs). These risk variants have also been shown to influence the structure of the cerebral cortex. However, it is unknown whether cortical differences associated with genetic variants are linked to the risk they confer for NPDs. To answer this question, we analyzed cortical thickness (CT) and surface area (SA) for common and rare variants associated with NPDs, in ~33000 individuals from the general population and clinical cohorts, as well as ENIGMA summary statistics for 8 NPDs. Rare and common genetic variants increasing risk for NPDs were preferentially associated with total SA, while NPDs were preferentially associated with mean CT. Larger effects on mean CT, but not total SA, were observed in NPD medicated subgroups. At the regional level, genetic variants were preferentially associated with effects in sensorimotor areas, while NPDs showed higher effects in association areas. We show that schizophrenia- and bipolar-disorder-associated SNPs show positive and negative effect sizes on SA suggesting that their aggregated effects cancel out in additive polygenic models. Overall, CT and SA differences associated with NPDs do not relate to those observed across individual genetic variants and may be linked with critical non-genetic factors, such as medication and the lived experience of the disorder.
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Affiliation(s)
- Kuldeep Kumar
- Centre de recherche CHU Sainte-Justine and University of Montreal, Canada
| | - Zhijie Liao
- Centre de recherche CHU Sainte-Justine and University of Montreal, Canada
| | - Jakub Kopal
- Centre for Precision Psychiatry, Division of Mental Health and Addiction, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Clara Moreau
- Centre de recherche CHU Sainte-Justine and University of Montreal, Canada
| | - Christopher R K Ching
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, California, USA
| | - Claudia Modenato
- LREN - Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Switzerland
| | - Will Snyder
- Section on Developmental Neurogenomics, Human Genetics Branch, NIMH, NIH, Bethesda, MD, USA
- Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - Sayeh Kazem
- Centre de recherche CHU Sainte-Justine and University of Montreal, Canada
| | | | | | - Valérie K Fontaine
- Centre de recherche CHU Sainte-Justine and University of Montreal, Canada
| | - Khadije Jizi
- Centre de recherche CHU Sainte-Justine and University of Montreal, Canada
| | - Rune Boen
- Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles, USA
| | - Guillaume Huguet
- Centre de recherche CHU Sainte-Justine and University of Montreal, Canada
| | - Zohra Saci
- Centre de recherche CHU Sainte-Justine and University of Montreal, Canada
| | - Leila Kushan
- Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles, USA
| | - Ana I Silva
- Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
- Center for Magnetic Resonance Research, Department of Radiology, University of Minnesota, MN, USA
| | - Marianne B M van den Bree
- Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, United Kingdom
- Neuroscience and Mental Health Research Institute, Cardiff University, Cardiff, United Kingdom
| | - David E J Linden
- Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
- Neuroscience and Mental Health Research Institute, Cardiff University, Cardiff, United Kingdom
- Mental Health and Neuroscience Research Institute, Maastricht University, Netherlands
| | - Michael J Owen
- Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, United Kingdom
| | - Jeremy Hall
- Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, United Kingdom
- Neuroscience and Mental Health Research Institute, Cardiff University, Cardiff, United Kingdom
| | - Sarah Lippé
- Centre de recherche CHU Sainte-Justine and University of Montreal, Canada
| | - Guillaume Dumas
- Centre de recherche CHU Sainte-Justine and University of Montreal, Canada
| | - Bogdan Draganski
- LREN - Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Switzerland
- Neurology Department, Max-Planck-Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
- Department of Neurology, Inselspital, University of Bern, Bern, Switzerland
- University Institute for Diagnostic and Interventional Neuroradiology, Inselspital, University of Bern, Bern, Switzerland
| | - Laura Almasy
- Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, PA, USA
- Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, PA, USA
- Department of Genetics, University of Pennsylvania, PA, USA
| | - Sophia I Thomopoulos
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, California, USA
| | - Neda Jahanshad
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, California, USA
| | - Ida E Sønderby
- Centre for Precision Psychiatry, Division of Mental Health and Addiction, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway
- KG Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo, Norway
| | - Ole A Andreassen
- Centre for Precision Psychiatry, Division of Mental Health and Addiction, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- KG Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo, Norway
| | - David C Glahn
- Harvard Medical School, Department of Psychiatry, 25 Shattuck St, Boston, MA, USA
- Boston Children's Hospital, Tommy Fuss Center for Neuropsychiatric Disease Research, 300 Longwood Avenue, Boston, MA, USA
| | - Armin Raznahan
- Section on Developmental Neurogenomics, Human Genetics Branch, NIMH, NIH, Bethesda, MD, USA
| | - Carrie E Bearden
- Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles, USA
| | - Tomas Paus
- Centre de recherche CHU Sainte-Justine and University of Montreal, Canada
- Departments of Psychiatry and Neuroscience, University of Montreal, Montreal, Quebec, Canada
| | - Paul M Thompson
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, California, USA
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Cao X, Liu Y, Cheng J, Ling C, Huang J, Sun W. Copy Number Variations of the NSMF Gene and Their Associations with Growth Traits in Three Chinese Sheep Breeds. Genes (Basel) 2025; 16:218. [PMID: 40004547 PMCID: PMC11855597 DOI: 10.3390/genes16020218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2025] [Revised: 02/07/2025] [Accepted: 02/11/2025] [Indexed: 02/27/2025] Open
Abstract
BACKGROUND/OBJECTIVES Copy number variations (CNVs) are a significant source of genetic variation and have been shown to influence growth traits in livestock. This study aimed to validate previous CNV candidates within the NSMF gene (XM_015093798.1) and identify novel CNV markers for molecular breeding in sheep. METHODS Using quantitative PCR (qPCR), we genotyped NSMF CNVs (chr3: 586,001-601,000) and assessed their associations with growth traits in three Chinese sheep breeds: Chaka sheep (CKS, n = 312), Hu sheep (HS, n = 67), and Small-tailed Han sheep (STHS, n = 70). RESULTS Our results revealed significant differences in NSMF CNV genotype frequencies across the three breeds, with the highest proportion of deletions observed in STHS (98.44%) and CKS (90.57%), while HS exhibited a higher frequency of duplications (14.06%). No significant associations were observed between NSMF CNV genotype and CKS growth traits (p-value > 0.05). However, the CNV could markedly affected cannon circumference in HS (p-value = 0.021), with individuals carrying the normal genotype showing a larger cannon circumference. Additionally, a marginally significant association was found between the CNV and body diagonal length in HS (p-value = 0.050). CONCLUSIONS Future investigations employing larger cohorts of Hu sheep are warranted to definitively establish the utility of NSMF CNVs as genetic markers for growth traits in Hu sheep breeding programs.
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Affiliation(s)
- Xiukai Cao
- Joint International Research Laboratory of Agriculture and Agri-Product Safety of Ministry of Education of China, Yangzhou University, Yangzhou 225009, China;
| | - Yongqi Liu
- College of Animal Science and Technology, Yangzhou University, Yangzhou 225009, China
| | - Jie Cheng
- Jiangsu Key Laboratory of Sericultural and Animal Biotechnology, Jiangsu University of Science and Technology, Zhenjiang 212100, China
| | - Chen Ling
- College of Animal Science and Technology, Yangzhou University, Yangzhou 225009, China
| | - Jinlin Huang
- Jiangsu Key Laboratory of Zoonosis, Yangzhou University, Yangzhou 225009, China
| | - Wei Sun
- Joint International Research Laboratory of Agriculture and Agri-Product Safety of Ministry of Education of China, Yangzhou University, Yangzhou 225009, China;
- College of Animal Science and Technology, Yangzhou University, Yangzhou 225009, China
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Nussinov R, Jang H, Cheng F. Ras, RhoA, and vascular pharmacology in neurodevelopment and aging. Neurochem Int 2024; 181:105883. [PMID: 39427854 PMCID: PMC11614691 DOI: 10.1016/j.neuint.2024.105883] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2024] [Revised: 10/01/2024] [Accepted: 10/14/2024] [Indexed: 10/22/2024]
Abstract
Small GTPases Ras, Rac, and RhoA are crucial regulators of cellular functions. They also act in dysregulated cell proliferation and transformation. Multiple publications have focused on illuminating their roles and mechanisms, including in immune system pathologies. Their functions in neurology-related diseases, neurodegeneration and neurodevelopment, are also emerging, as well as their potential as pharmacological targets in both pathologies. Observations increasingly suggest that these pathologies may relate to activation (or suppression) of signaling by members of the Ras superfamily, especially Ras, Rho, and Rac isoforms, and components of their signaling pathways. Germline (or embryonic) mutations that they harbor are responsible for neurodevelopmental disorders, such as RASopathies, autism spectrum disorder, and dilated cardiomyopathy. In aging, they promote neurodegenerative diseases, with Rho GTPase featuring in their pharmacology, as in the case of Alzheimer's disease (AD). Significantly, drugs with observed anti-AD activity, particularly those involved in cardiovascular systems, are associated with the RhoA signaling, as well as cerebral vasculature in brain development and aging. This leads us to suggest that anti-AD drugs could inform neurodevelopmental disorders, including pediatric low-grade gliomas pharmacology. Neurodevelopmental disorders associated with RhoA, like autism, are also connected with vascular systems, thus could be targets of vascular system-connected drugs.
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Affiliation(s)
- Ruth Nussinov
- Computational Structural Biology Section, Frederick National Laboratory for Cancer Research in the Cancer Innovation Laboratory, National Cancer Institute, Frederick, MD, 21702, USA; Department of Human Molecular Genetics and Biochemistry, Sackler School of Medicine, Tel Aviv University, Tel Aviv, 69978, Israel.
| | - Hyunbum Jang
- Computational Structural Biology Section, Frederick National Laboratory for Cancer Research in the Cancer Innovation Laboratory, National Cancer Institute, Frederick, MD, 21702, USA
| | - Feixiong Cheng
- Genomic Medicine Institute, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, 44106, USA; Department of Molecular Medicine, Cleveland Clinic Lerner College of Medicine, Case Western Reserve University, Cleveland, OH, 44195, USA; Case Comprehensive Cancer Center, Case Western Reserve University School of Medicine, Cleveland, OH, 44195, USA; Cleveland Clinic Genome Center, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, 44195, USA
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Vos N, Kleinendorst L, van der Laan L, van Uhm J, Jansen PR, van Eeghen AM, Maas SM, Mannens MMAM, van Haelst MM. Evaluation of 100 Dutch cases with 16p11.2 deletion and duplication syndromes; from clinical manifestations towards personalized treatment options. Eur J Hum Genet 2024; 32:1387-1401. [PMID: 38605127 DOI: 10.1038/s41431-024-01601-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2023] [Revised: 03/03/2024] [Accepted: 03/20/2024] [Indexed: 04/13/2024] Open
Abstract
The 16p11.2 deletion syndrome is a clinically heterogeneous disorder, characterized by developmental delay, intellectual disability, hyperphagia, obesity, macrocephaly and psychiatric problems. Cases with 16p11.2 duplication syndrome have similar neurodevelopmental problems, but typically show a partial 'mirror phenotype' with underweight and microcephaly. Various copy number variants (CNVs) of the chromosomal 16p11.2 region have been described. Most is known about the 'typical' 16p11.2 BP4-BP5 (29.6-30.2 Mb; ~600 kb) deletions and duplications, but there are also several published cohorts with more distal 16p11.2 BP2-BP3 CNVs (28.8-29.0 Mb; ~220 kb), who exhibit clinical overlap. We assessed 100 cases with various pathogenic 16p11.2 CNVs and compared their clinical characteristics to provide more clear genotype-phenotype correlations and raise awareness of the different 16p11.2 CNVs. Neurodevelopmental and weight issues were reported in the majority of cases. Cases with distal 16p11.2 BP2-BP3 deletion showed the most severe obesity phenotype (73.7% obesity, mean BMI SDS 3.2). In addition to the more well defined typical 16p11.2 BP4-BP5 and distal 16p11.2 BP2-BP3 CNVs, we describe the clinical features of five cases with other, overlapping, 16p11.2 CNVs in more detail. Interestingly, four cases had a second genetic diagnosis and 18 cases an additional gene variant of uncertain significance, that could potentially help explain the cases' phenotypes. In conclusion, we provide an overview of our Dutch cohort of cases with various pathogenic 16p11.2 CNVs and relevant second genetic findings, that can aid in adequately recognizing, diagnosing and counseling of individuals with 16p11.2 CNVs, and describe the personalized medicine for cases with these conditions.
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Affiliation(s)
- Niels Vos
- Amsterdam UMC, University of Amsterdam, Department of Human Genetics, Meibergdreef 9, Amsterdam, The Netherlands
- Amsterdam Reproduction and Development research institute, Amsterdam, The Netherlands
| | - Lotte Kleinendorst
- Amsterdam UMC, University of Amsterdam, Department of Human Genetics, Meibergdreef 9, Amsterdam, The Netherlands
- Amsterdam Reproduction and Development research institute, Amsterdam, The Netherlands
- Amsterdam UMC, University of Amsterdam, Emma Center for Personalized Medicine, Meibergdreef 9, Amsterdam, The Netherlands
| | - Liselot van der Laan
- Amsterdam UMC, University of Amsterdam, Department of Human Genetics, Meibergdreef 9, Amsterdam, The Netherlands
- Amsterdam Reproduction and Development research institute, Amsterdam, The Netherlands
| | - Jorrit van Uhm
- Amsterdam UMC, University of Amsterdam, Department of Human Genetics, Meibergdreef 9, Amsterdam, The Netherlands
- Amsterdam Reproduction and Development research institute, Amsterdam, The Netherlands
| | - Philip R Jansen
- Amsterdam UMC, University of Amsterdam, Department of Human Genetics, Meibergdreef 9, Amsterdam, The Netherlands
- Amsterdam Reproduction and Development research institute, Amsterdam, The Netherlands
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, VU University, Amsterdam, the Netherlands
| | - Agnies M van Eeghen
- Emma Children's Hospital, University of Amsterdam, Amsterdam, The Netherlands
| | - Saskia M Maas
- Amsterdam UMC, University of Amsterdam, Department of Human Genetics, Meibergdreef 9, Amsterdam, The Netherlands
- Amsterdam Reproduction and Development research institute, Amsterdam, The Netherlands
| | - Marcel M A M Mannens
- Amsterdam UMC, University of Amsterdam, Department of Human Genetics, Meibergdreef 9, Amsterdam, The Netherlands
- Amsterdam Reproduction and Development research institute, Amsterdam, The Netherlands
| | - Mieke M van Haelst
- Amsterdam UMC, University of Amsterdam, Department of Human Genetics, Meibergdreef 9, Amsterdam, The Netherlands.
- Amsterdam Reproduction and Development research institute, Amsterdam, The Netherlands.
- Amsterdam UMC, University of Amsterdam, Emma Center for Personalized Medicine, Meibergdreef 9, Amsterdam, The Netherlands.
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García-Marín LM, Campos AI, Diaz-Torres S, Rabinowitz JA, Ceja Z, Mitchell BL, Grasby KL, Thorp JG, Agartz I, Alhusaini S, Ames D, Amouyel P, Andreassen OA, Arfanakis K, Arias-Vasquez A, Armstrong NJ, Athanasiu L, Bastin ME, Beiser AS, Bennett DA, Bis JC, Boks MPM, Boomsma DI, Brodaty H, Brouwer RM, Buitelaar JK, Burkhardt R, Cahn W, Calhoun VD, Carmichael OT, Chakravarty M, Chen Q, Ching CRK, Cichon S, Crespo-Facorro B, Crivello F, Dale AM, Smith GD, de Geus EJC, De Jager PL, de Zubicaray GI, Debette S, DeCarli C, Depondt C, Desrivières S, Djurovic S, Ehrlich S, Erk S, Espeseth T, Fernández G, Filippi I, Fisher SE, Fleischman DA, Fletcher E, Fornage M, Forstner AJ, Francks C, Franke B, Ge T, Goldman AL, Grabe HJ, Green RC, Grimm O, Groenewold NA, Gruber O, Gudnason V, Håberg AK, Haukvik UK, Heinz A, Hibar DP, Hilal S, Himali JJ, Ho BC, Hoehn DF, Hoekstra PJ, Hofer E, Hoffmann W, Holmes AJ, Homuth G, Hosten N, Ikram MK, Ipser JC, Jack CR, Jahanshad N, Jönsson EG, Kahn RS, Kanai R, Klein M, Knol MJ, Launer LJ, Lawrie SM, Hellard SL, Lee PH, Lemaître H, Li S, Liewald DCM, Lin H, Longstreth WT, Lopez OL, Luciano M, et alGarcía-Marín LM, Campos AI, Diaz-Torres S, Rabinowitz JA, Ceja Z, Mitchell BL, Grasby KL, Thorp JG, Agartz I, Alhusaini S, Ames D, Amouyel P, Andreassen OA, Arfanakis K, Arias-Vasquez A, Armstrong NJ, Athanasiu L, Bastin ME, Beiser AS, Bennett DA, Bis JC, Boks MPM, Boomsma DI, Brodaty H, Brouwer RM, Buitelaar JK, Burkhardt R, Cahn W, Calhoun VD, Carmichael OT, Chakravarty M, Chen Q, Ching CRK, Cichon S, Crespo-Facorro B, Crivello F, Dale AM, Smith GD, de Geus EJC, De Jager PL, de Zubicaray GI, Debette S, DeCarli C, Depondt C, Desrivières S, Djurovic S, Ehrlich S, Erk S, Espeseth T, Fernández G, Filippi I, Fisher SE, Fleischman DA, Fletcher E, Fornage M, Forstner AJ, Francks C, Franke B, Ge T, Goldman AL, Grabe HJ, Green RC, Grimm O, Groenewold NA, Gruber O, Gudnason V, Håberg AK, Haukvik UK, Heinz A, Hibar DP, Hilal S, Himali JJ, Ho BC, Hoehn DF, Hoekstra PJ, Hofer E, Hoffmann W, Holmes AJ, Homuth G, Hosten N, Ikram MK, Ipser JC, Jack CR, Jahanshad N, Jönsson EG, Kahn RS, Kanai R, Klein M, Knol MJ, Launer LJ, Lawrie SM, Hellard SL, Lee PH, Lemaître H, Li S, Liewald DCM, Lin H, Longstreth WT, Lopez OL, Luciano M, Maillard P, Marquand AF, Martin NG, Martinot JL, Mather KA, Mattay VS, McMahon KL, Mecocci P, Melle I, Meyer-Lindenberg A, Mirza-Schreiber N, Milaneschi Y, Mosley TH, Mühleisen TW, Müller-Myhsok B, Maniega SM, Nauck M, Nho K, Niessen WJ, Nöthen MM, Nyquist PA, Oosterlaan J, Pandolfo M, Paus T, Pausova Z, Penninx BWJH, Pike GB, Psaty BM, Pütz B, Reppermund S, Rietschel MD, Risacher SL, Romanczuk-Seiferth N, Romero-Garcia R, Roshchupkin GV, Rotter JI, Sachdev PS, Sämann PG, Saremi A, Sargurupremraj M, Saykin AJ, Schmaal L, Schmidt H, Schmidt R, Schofield PR, Scholz M, Schumann G, Schwarz E, Shen L, Shin J, Sisodiya SM, Smith AV, Smoller JW, Soininen HS, Steen VM, Stein DJ, Stein JL, Thomopoulos SI, Toga AW, Tordesillas-Gutiérrez D, Trollor JN, Valdes-Hernandez MC, van T Ent D, van Bokhoven H, van der Meer D, van der Wee NJA, Vázquez-Bourgon J, Veltman DJ, Vernooij MW, Villringer A, Vinke LN, Völzke H, Walter H, Wardlaw JM, Weinberger DR, Weiner MW, Wen W, Westlye LT, Westman E, White T, Witte AV, Wolf C, Yang J, Zwiers MP, Ikram MA, Seshadri S, Thompson PM, Satizabal CL, Medland SE, Rentería ME. Genomic analysis of intracranial and subcortical brain volumes yields polygenic scores accounting for variation across ancestries. Nat Genet 2024; 56:2333-2344. [PMID: 39433889 DOI: 10.1038/s41588-024-01951-z] [Show More Authors] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Accepted: 09/18/2024] [Indexed: 10/23/2024]
Abstract
Subcortical brain structures are involved in developmental, psychiatric and neurological disorders. Here we performed genome-wide association studies meta-analyses of intracranial and nine subcortical brain volumes (brainstem, caudate nucleus, putamen, hippocampus, globus pallidus, thalamus, nucleus accumbens, amygdala and the ventral diencephalon) in 74,898 participants of European ancestry. We identified 254 independent loci associated with these brain volumes, explaining up to 35% of phenotypic variance. We observed gene expression in specific neural cell types across differentiation time points, including genes involved in intracellular signaling and brain aging-related processes. Polygenic scores for brain volumes showed predictive ability when applied to individuals of diverse ancestries. We observed causal genetic effects of brain volumes with Parkinson's disease and attention-deficit/hyperactivity disorder. Findings implicate specific gene expression patterns in brain development and genetic variants in comorbid neuropsychiatric disorders, which could point to a brain substrate and region of action for risk genes implicated in brain diseases.
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Affiliation(s)
- Luis M García-Marín
- Brain and Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, Queensland, Australia
| | - Adrian I Campos
- Brain and Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
- Institute for Molecular Biosciences, The University of Queensland, Brisbane, Queensland, Australia
| | - Santiago Diaz-Torres
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, Queensland, Australia
- Population Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Jill A Rabinowitz
- Department of Psychiatry, Robert Wood Johnson Medical School, Rutgers University, Piscataway, NJ, USA
| | - Zuriel Ceja
- Brain and Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, Queensland, Australia
| | - Brittany L Mitchell
- Brain and Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, Queensland, Australia
| | - Katrina L Grasby
- Brain and Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, Queensland, Australia
| | - Jackson G Thorp
- Brain and Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Ingrid Agartz
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway
- Department of Clinical Neuroscience, Karolinska Institutet and Stockholm Health Care Services, Stockholm, Sweden
| | - Saud Alhusaini
- Department of Neurology, Alpert Medical School of Brown University, Providence, RI, USA
- Molecular and Cellular Therapeutics Department, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - David Ames
- Academic Unit Psychiatry of Old Age, University of Melbourne, Melbourne, Victoria, Australia
- National Ageing Research Institute, Parkville, Victoria, Australia
| | - Philippe Amouyel
- Universite Lille, U1167-RID-AGE-LabEx DISTALZ-Risk Factors and Molecular Determinants of Aging Diseases, Lille, France
- Institut National de la Santé et de la Recherche Médicale, Lille, France
- Centre Hospitalier Universitaire de Lille Department of Public Health, Lille, France
- Institut Pasteur de Lille UMR1167, Lille, France
| | - Ole A Andreassen
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- KG Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo, Norway
| | - Konstantinos Arfanakis
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
- Department of Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, USA
| | - Alejandro Arias-Vasquez
- Departments of Psychiatry and Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Nicola J Armstrong
- Department of Mathematics and Statistics, Curtin University, Perth, Western Australia, Australia
| | - Lavinia Athanasiu
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- CoE NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Mark E Bastin
- Centre for Clinical Brain Sciences and Edinburgh Imaging, University of Edinburgh, Edinburgh, UK
| | - Alexa S Beiser
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA, USA
- Framingham Heart Study, Chobanian and Avedisian Boston University School of Medicine, Boston, MA, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Marco P M Boks
- Brain Center University Medical Center Utrecht, Utrecht, The Netherlands
| | - Dorret I Boomsma
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, VU Amsterdam, Amsterdam, The Netherlands
| | - Henry Brodaty
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, New South Wales, Australia
| | - Rachel M Brouwer
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, VU Amsterdam, Amsterdam, The Netherlands
| | - Jan K Buitelaar
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Ralph Burkhardt
- Institute of Clinical Chemistry and Laboratory Medicine, University Hospital Regensburg, Regensburg University, Regensburg, Germany
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Wiepke Cahn
- Department of Psychiatry, University Medical Center Utrecht, Utrecht, The Netherlands
- Altrecht Mental Health Institute, Utrecht, The Netherlands
| | - Vince D Calhoun
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS)-Georgia State, Georgia Tech and Emory University, Atlanta, GA, USA
| | | | - Mallar Chakravarty
- Cerebral Imaging Centre, Douglas Research Centre, Montreal, Quebec, Canada
- Department of Psychiatry, McGill University, Montreal, Quebec, Canada
| | - Qiang Chen
- Lieber Institute for Brain Development, Baltimore, MD, USA
| | - Christopher R K Ching
- Laboratory of Neuro Imaging, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Sven Cichon
- Institute of Neuroscience and Medicine (INM-1), Research Center Jülich, Jülich, Germany
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Medical Genetics, Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | - Benedicto Crespo-Facorro
- HU Virgen del Rocio, Instituto de Investigacion Biomedica IBIS-CSIC, Universidad de Sevilla, CIBERSAM, Sevilla, Spain
| | | | - Anders M Dale
- Center for Multimodal Imaging and Genetics, La Jolla, CA, USA
| | - George Davey Smith
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Population Health Sciences, University of Bristol, Bristol, UK
| | - Eco J C de Geus
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Philip L De Jager
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York City, NY, USA
| | - Greig I de Zubicaray
- School of Psychology and Counselling, Queensland University of Technology, Brisbane, Queensland, Australia
| | - Stéphanie Debette
- INSERM U1219, Bordeaux Population Health Research Center, University of Bordeaux, Bordeaux, France
- Department of Neurology, Institute of Neurodegenerative Diseases, Bordeaux University Hospital, Bordeaux, France
| | - Charles DeCarli
- Imaging of Dementia and Aging Laboratory, Department of Neurology, University of California, Davis, Sacramento, CA, USA
| | - Chantal Depondt
- Department of Neurology, Hôpital Universitaire de Bruxelles, Université Libre de Bruxelles, Brussels, Belgium
| | - Sylvane Desrivières
- Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Srdjan Djurovic
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway
- Department of Clinical Science, University of Bergen, Bergen, Norway
| | - Stefan Ehrlich
- Translational Developmental Neuroscience Section, Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, TU Dresden, Dresden, Germany
| | - Susanne Erk
- German Center of Mental Health (DZPG), Partner Site Berlin/Potsdam, Berlin, Germany
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Thomas Espeseth
- Department of Psychology, University of Oslo, Oslo, Norway
- Department of Psychology, Oslo New University College, Oslo, Norway
| | - Guillén Fernández
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Irina Filippi
- INSERM U1299, Paris Saclay University, Gif-sur-Yvette, France
| | - Simon E Fisher
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
| | - Debra A Fleischman
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
- Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, Chicago, IL, USA
| | - Evan Fletcher
- Department of Neurology, University of California, Davis, Davis, CA, USA
| | - Myriam Fornage
- Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Andreas J Forstner
- Institute of Neuroscience and Medicine (INM-1), Research Center Jülich, Jülich, Germany
- Institute of Human Genetics, University of Bonn, School of Medicine and University Hospital Bonn, Bonn, Germany
| | - Clyde Francks
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Barbara Franke
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Tian Ge
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | | | - Hans J Grabe
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
| | - Robert C Green
- Department of Medicine (Genetics), Mass General Brigham and Harvard Medical School, Boston, MA, USA
| | - Oliver Grimm
- Central Institute of Mental Health, Mannheim, Germany
- Goethe-University Frankfurt, Frankfurt, Germany
| | - Nynke A Groenewold
- Department of Psychiatry and Mental Health, Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Oliver Gruber
- Section for Experimental Psychopathology and Neuroimaging, Department of General Psychiatry, Heidelberg University, Heidelberg, Germany
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Asta K Håberg
- Department of Neuromedicine and Movement, NTNU Science, Trondheim, Norway
- MiDT National Research Center, Department of Research, St Olavs Hospital, Trondheim, Norway
| | - Unn K Haukvik
- Norwegian Centre for Mental Health Research (NORMENT), Department of Mental Health and Addiction, University of Oslo, Oslo, Norway
- Centre for Forensic Psychiatry Research, Oslo University Hospital, Oslo, Norway
| | - Andreas Heinz
- German Center of Mental Health (DZPG), Partner Site Berlin/Potsdam, Berlin, Germany
- Centre for Forensic Psychiatry Research, Oslo University Hospital, Oslo, Norway
| | - Derrek P Hibar
- Product Development, Genentech, Inc., South San Francisco, CA, USA
| | - Saima Hilal
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore City, Singapore
| | - Jayandra J Himali
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA, USA
- Framingham Heart Study, Chobanian and Avedisian Boston University School of Medicine, Boston, MA, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
- Department of Population Health Sciences, UT Health Science Center San Antonio, San Antonio, TX, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Beng-Choon Ho
- Department of Psychiatry, Carver College of Medicine, University of Iowa, Iowa City, IA, USA
| | | | - Pieter J Hoekstra
- Department of Child and Adolescent Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
- Accare Child Study Center, Groningen, The Netherlands
| | - Edith Hofer
- Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Graz, Austria
- Institute for Medical Informatics, Statistics and Documentation, Medical University of Graz, Graz, Austria
| | - Wolfgang Hoffmann
- German Centre for Neurodegenerative Diseases (DZNE)-Site Rostock/Greifswald, Greifswald, Germany
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Avram J Holmes
- Department of Psychiatry, Brain Health Institute, Rutgers University, Piscataway, NJ, USA
| | - Georg Homuth
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Norbert Hosten
- Department of Radiology, University Clinic Greifswald, Greifswald, Germany
| | - M Kamran Ikram
- Departments of Epidemiology and Neurology, Erasmus MC, Rotterdam, The Netherlands
| | - Jonathan C Ipser
- Department of Psychiatry and Mental Health, Neuroscience Institute, Groote Schuur Hospital, University of Cape Town, Cape Town, South Africa
| | | | - Neda Jahanshad
- Laboratory of Neuro Imaging, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Erik G Jönsson
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet and Stockholm Health Care Sciences, Stockholm Region, Stockholm, Sweden
| | - Rene S Kahn
- Altrecht Mental Health Institute, Utrecht, The Netherlands
| | | | - Marieke Klein
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Maria J Knol
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Lenore J Launer
- Intramural Research Program, National Institute on Aging, Baltimore, MD, USA
| | | | | | - Phil H Lee
- Center for Genomic Medicine, Mass General Brigham, Boston, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Stanley Center for Psychiatry, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Hervé Lemaître
- Groupe d'Imagerie Neurofonctionnelle, Institut des Maladies Neurodégénératives, UMR 5293, CNRS, Université de Bordeaux, Bordeaux, France
| | - Shuo Li
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA, USA
- Framingham Heart Study, Chobanian and Avedisian Boston University School of Medicine, Boston, MA, USA
| | | | - Honghuang Lin
- Department of Medicine, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - W T Longstreth
- Department of Neurology, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Oscar L Lopez
- Departments of Neurology and Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Michelle Luciano
- Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - Pauline Maillard
- Department of Neurology, University of California, Davis, Davis, CA, USA
| | - Andre F Marquand
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Nicholas G Martin
- Brain and Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Jean-Luc Martinot
- Université Paris-Saclay, Institut National de la Santé et de la Recherche Médicale, INSERM U1299 'Trajectoires développementales Psychiatrie', Ecole Normale Supérieure Paris-Saclay, CNRS UMR 9010, Université Paris Cité, Centre Borelli, Gif sur Yvette, France
| | - Karen A Mather
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, New South Wales, Australia
| | | | - Katie L McMahon
- School of Clinical Sciences, Queensland University of Technology, Brisbane, Queensland, Australia
| | - Patrizia Mecocci
- Institute of Gerontology and Geriatrics, Department of Medicine and Surgery, University of Perugia, Perugia, Italy
- Clinical Geriatrics, NVS Department, Karolinska Institute, Huddinge, Sweden
| | - Ingrid Melle
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Andreas Meyer-Lindenberg
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Nazanin Mirza-Schreiber
- Institute of Neurogenomics, Helmholtz Munich, Neuherberg, Germany
- Neurogenetic Systems Analysis Group, Institute of Neurogenomics, Helmholtz Munich, Neuherberg, Germany
| | - Yuri Milaneschi
- Department of Psychiatry, Amsterdam UMC location Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Amsterdam Public Health, Mental Health Program, Amsterdam, The Netherlands
- Amsterdam Neuroscience, Mood, Anxiety, Psychosis, Sleep and Stress Program, Amsterdam, The Netherlands
- Amsterdam Neuroscience, Complex Trait Genetics Program, Amsterdam, The Netherlands
| | | | - Thomas W Mühleisen
- Institute of Neuroscience and Medicine (INM-1), Research Center Jülich, Jülich, Germany
- Cécile and Oskar Vogt Institute for Brain Research, Medical Faculty, University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- Department of Biomedicine, University Hospital Basel and University of Basel, Basel, Switzerland
| | | | - Susana Muñoz Maniega
- Centre for Clinical Brain Sciences and Edinburgh Imaging, University of Edinburgh, Edinburgh, UK
| | - Matthias Nauck
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
- German Centre for Cardiovascular Research (DZHK), Partner Site Greifswald, Greifswald, Germany
| | - Kwangsik Nho
- Center for Neuroimaging, Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, USA
- Indiana Alzheimer's Disease Research Center, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Wiro J Niessen
- University Medical Center Groningen, Groningen, The Netherlands
| | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn, School of Medicine and University Hospital Bonn, Bonn, Germany
| | - Paul A Nyquist
- Department of Neurology, Johns Hopkins School of Medicine, Baltimore, MD, USA
- General Internal Medicine, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Jaap Oosterlaan
- Clinical Neuropsychology Section, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Emma Children's Hospital, University Medical Centers Amsterdam, Amsterdam, The Netherlands
- Amsterdam Reproduction and Development Research Institute, Amsterdam, The Netherlands
| | - Massimo Pandolfo
- Université Libre de Bruxelles, Brussels, Belgium
- Department of Neurology and Neurosurgery, McGill University, Montreal, Quebec, Canada
| | - Tomas Paus
- Departments of Psychiatry and Neuroscience, Faculty of Medicine, University of Montreal, Montreal, Quebec, Canada
- Centre Hospitalier Universitaire Sainte-Justine, University of Montreal, Montreal, Quebec, Canada
| | - Zdenka Pausova
- Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Physiology, University of Toronto, Toronto, Ontario, Canada
| | - Brenda W J H Penninx
- Department of Psychiatry, Amsterdam UMC location Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - G Bruce Pike
- Departments of Radiology and Clinical Neurosciences, Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Department of Health Systems and Population Health, Seattle, WA, USA
| | - Benno Pütz
- Translational Psychiatry, Munich, Germany
| | - Simone Reppermund
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, New South Wales, Australia
- Department of Developmental Disability Neuropsychiatry, Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, New South Wales, Australia
| | - Marcella D Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Faculty of Medicine Mannheim, University of Heidelberg, Mannheim, Germany
| | - Shannon L Risacher
- Center for Neuroimaging, Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, USA
- Indiana Alzheimer's Disease Research Center, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Nina Romanczuk-Seiferth
- Department of Psychiatry and Neuroscience, Charité-Universitätsmedizin Berlin, Berlin, Germany
- Department of Psychology, Clinical Psychology and Psychotherapy, MSB Medical School Berlin, Berlin, Germany
| | - Rafael Romero-Garcia
- Departamento de Fisiología Médica y Biofísica, Instituto de Biomedicina de Sevilla (IBiS) HUVR/CSIC/Universidad de Sevilla/CIBERSAM, ISCIII, Sevilla, Spain
- Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - Gennady V Roshchupkin
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, The Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Jerome I Rotter
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Perminder S Sachdev
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, New South Wales, Australia
- Neuropsychiatric Institute, The Prince of Wales Hospital, Randwick, New South Wales, Australia
| | | | - Arvin Saremi
- Laboratory of Neuro Imaging, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Muralidharan Sargurupremraj
- INSERM U1219, Bordeaux Population Health Research Center, University of Bordeaux, Bordeaux, France
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
| | - Andrew J Saykin
- Center for Neuroimaging, Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, USA
- Indiana Alzheimer's Disease Research Center, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Lianne Schmaal
- Centre for Youth Mental Health, The University of Melbourne, Parkville, Victoria, Australia
- Orygen, Parkville, Victoria, Australia
| | - Helena Schmidt
- Institute of Molecular Biology and Biochemistry, Gottfried Schatz Center for Signaling, Metabolism and Aging, Medical University Graz, Graz, Austria
| | - Reinhold Schmidt
- Department of Neurology, Medical University Graz Austria, Graz, Austria
| | - Peter R Schofield
- Neuroscience Research Australia, Sydney, New South Wales, Australia
- School of Biomedical Sciences, University of New South Wales, Sydney, New South Wales, Australia
| | - Markus Scholz
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
| | - Gunter Schumann
- German Center of Mental Health (DZPG), Partner Site Berlin/Potsdam, Berlin, Germany
- Department of Psychiatry, University of Cambridge, Cambridge, UK
- Centre for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University, Shanghai, PR China
- PONS Centre, Department of Psychiatry, CCM, Charite Unversitaetsmedizin Berlin, Berlin, Germany
| | - Emanuel Schwarz
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Li Shen
- Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Jean Shin
- The Hospital for Sick Children, Departments of Physiology and Nutritional Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Sanjay M Sisodiya
- Department of Clinical and Experimental Epilepsy, UCL Queen Square Institute of Neurology, London, UK
- Chalfont Centre for Epilepsy, Chalfont St Peter, UK
| | - Albert V Smith
- Icelandic Heart Association, Kopavogur, Iceland
- Department of Biostatistics, University of Michigan, Ann Arbor, MI, USA
| | - Jordan W Smoller
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Hilkka S Soininen
- Department of Neurology, Institute of Clinical Medicine, University of Eastern Finland, Kuopio, Finland
| | - Vidar M Steen
- Department of Clinical Science, University of Bergen, Bergen, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Department of Medical Genetics, Haukeland University Hospital, Bergen, Norway
| | - Dan J Stein
- SAMRC Research Unit on Risk and Resilience in Mental Disorders, Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Jason L Stein
- Department of Genetics and UNC Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Sophia I Thomopoulos
- Laboratory of Neuro Imaging, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Arthur W Toga
- Laboratory of Neuro Imaging, USC Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
| | - Diana Tordesillas-Gutiérrez
- Instituto de Física de Cantabria (CSIC-UC), Santander, Spain
- Department of Radiology, Marqués de Valdecilla University Hospital, Valdecilla Biomedical Research Institute IDIVAL, Santander, Spain
| | - Julian N Trollor
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, New South Wales, Australia
- The National Centre of Excellence in Intellectual Disability Health, Faculty of Medicine and Health, University of New South Wales, Sydney, New South Wales, Australia
| | - Maria C Valdes-Hernandez
- Centre for Clinical Brain Sciences and Edinburgh Imaging, University of Edinburgh, Edinburgh, UK
| | - Dennis van T Ent
- Department of Biological Psychology and Netherlands Twin Register, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Hans van Bokhoven
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
- Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Dennis van der Meer
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- School of Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, The Netherlands
| | - Nic J A van der Wee
- Department of Psychiatry, Leiden University Medical Center, Leiden, The Netherlands
| | - Javier Vázquez-Bourgon
- Department of Psychiatry, University Hospital Marqués de Valdecilla-IDIVAL, Santander, Spain
- Departamento de Medicina y Psiquiatría, Universidad de Cantabria, Santander, Spain
- Centro de Investigación Biomédica en Red en Salud Mental (CIBERSAM), Sevilla, Spain
| | - Dick J Veltman
- Department of Psychiatry, Amsterdam UMC location Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Meike W Vernooij
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, The Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Arno Villringer
- Department of Neurology, Max Planck Institute for Human, Cognitive and Brain Sciences, Leipzig, Germany
- Cognitive Neurology, University of Leipzig Medical Center, Leipzig, Germany
| | - Louis N Vinke
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Joanna M Wardlaw
- Centre for Clinical Brain Sciences and Edinburgh Imaging, University of Edinburgh, Edinburgh, UK
- UK Dementia Research Institute Centre, University of Edinburgh, Edinburgh, UK
| | - Daniel R Weinberger
- Lieber Institute for Brain Development, Baltimore, MD, USA
- Department of Neurology, Johns Hopkins School of Medicine, Baltimore, MD, USA
- Department of Psychiatry, Johns Hopkins School of Medicine, Baltimore, MD, USA
- Department of Neuroscience, Johns Hopkins School of Medicine, Baltimore, MD, USA
- Genetic Medicine, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Michael W Weiner
- University of California, San Francisco, San Francisco, CA, USA
- Northern California Institute for Research and Education (NCIRE), San Francisco, CA, USA
- Veterans Administration Medical Center, San Francisco, CA, USA
| | - Wei Wen
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, New South Wales, Australia
| | - Lars T Westlye
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
| | - Eric Westman
- Division of Clinical Geriatrics, Department of Neurobiology, Care Sciences and Society (NVS), Karolinska Institutet, Huddinge, Sweden
| | - Tonya White
- Section on Social and Cognitive Developmental Neuroscience, National Institute of Mental Health, Bethesda, MD, USA
| | - A Veronica Witte
- Department of Neurology, Max Planck Institute for Human, Cognitive and Brain Sciences, Leipzig, Germany
- Cognitive Neurology, University of Leipzig Medical Center, Leipzig, Germany
| | | | - Jingyun Yang
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA
| | - Marcel P Zwiers
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Sudha Seshadri
- Framingham Heart Study, Chobanian and Avedisian Boston University School of Medicine, Boston, MA, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
| | - Paul M Thompson
- Laboratory of Neuro Imaging, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Claudia L Satizabal
- Framingham Heart Study, Chobanian and Avedisian Boston University School of Medicine, Boston, MA, USA
- Department of Population Health Sciences and Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, USA
- Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA
| | - Sarah E Medland
- Brain and Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, Queensland, Australia
- School of Psychology and Counselling, Queensland University of Technology, Brisbane, Queensland, Australia
- School of Psychology, The University of Queensland, Brisbane, Queensland, Australia
| | - Miguel E Rentería
- Brain and Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia.
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, Queensland, Australia.
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García-Marín LM, Campos AI, Diaz-Torres S, Rabinowitz JA, Ceja Z, Mitchell BL, Grasby KL, Thorp JG, Agartz I, Alhusaini S, Ames D, Amouyel P, Andreassen OA, Arfanakis K, Vasquez AA, Armstrong NJ, Athanasiu L, Bastin ME, Beiser AS, Bennett DA, Bis JC, Boks MP, Boomsma DI, Brodaty H, Brouwer RM, Buitelaar JK, Burkhardt R, Cahn W, Calhoun VD, Carmichael OT, Chakravarty M, Chen Q, Ching CRK, Cichon S, Crespo-Facorro B, Crivello F, Dale AM, Smith GD, de Geus EJ, De Jager PL, de Zubicaray GI, Debette S, DeCarli C, Depondt C, Desrivières S, Djurovic S, Ehrlich S, Erk S, Espeseth T, Fernández G, Filippi I, Fisher SE, Fleischman DA, Fletcher E, Fornage M, Forstner AJ, Francks C, Franke B, Ge T, Goldman AL, Grabe HJ, Green RC, Grimm O, Groenewold NA, Gruber O, Gudnason V, Håberg AK, Haukvik UK, Heinz A, Hibar DP, Hilal S, Himali JJ, Ho BC, Hoehn DF, Hoekstra PJ, Hofer E, Hoffmann W, Holmes AJ, Homuth G, Hosten N, Ikram MK, Ipser JC, Jack CR, Jahanshad N, Jönsson EG, Kahn RS, Kanai R, Klein M, Knol MJ, Launer LJ, Lawrie SM, Hellard SL, Lee PH, Lemaître H, Li S, Liewald DC, Lin H, Longstreth WT, Lopez OL, Luciano M, et alGarcía-Marín LM, Campos AI, Diaz-Torres S, Rabinowitz JA, Ceja Z, Mitchell BL, Grasby KL, Thorp JG, Agartz I, Alhusaini S, Ames D, Amouyel P, Andreassen OA, Arfanakis K, Vasquez AA, Armstrong NJ, Athanasiu L, Bastin ME, Beiser AS, Bennett DA, Bis JC, Boks MP, Boomsma DI, Brodaty H, Brouwer RM, Buitelaar JK, Burkhardt R, Cahn W, Calhoun VD, Carmichael OT, Chakravarty M, Chen Q, Ching CRK, Cichon S, Crespo-Facorro B, Crivello F, Dale AM, Smith GD, de Geus EJ, De Jager PL, de Zubicaray GI, Debette S, DeCarli C, Depondt C, Desrivières S, Djurovic S, Ehrlich S, Erk S, Espeseth T, Fernández G, Filippi I, Fisher SE, Fleischman DA, Fletcher E, Fornage M, Forstner AJ, Francks C, Franke B, Ge T, Goldman AL, Grabe HJ, Green RC, Grimm O, Groenewold NA, Gruber O, Gudnason V, Håberg AK, Haukvik UK, Heinz A, Hibar DP, Hilal S, Himali JJ, Ho BC, Hoehn DF, Hoekstra PJ, Hofer E, Hoffmann W, Holmes AJ, Homuth G, Hosten N, Ikram MK, Ipser JC, Jack CR, Jahanshad N, Jönsson EG, Kahn RS, Kanai R, Klein M, Knol MJ, Launer LJ, Lawrie SM, Hellard SL, Lee PH, Lemaître H, Li S, Liewald DC, Lin H, Longstreth WT, Lopez OL, Luciano M, Maillard P, Marquand AF, Martin NG, Martinot JL, Mather KA, Mattay VS, McMahon KL, Mecocci P, Melle I, Meyer-Lindenberg A, Mirza-Schreiber N, Milaneschi Y, Mosley TH, Mühleisen TW, Müller-Myhsok B, Muñoz Maniega S, Nauck M, Nho K, Niessen WJ, Nöthen MM, Nyquist PA, Oosterlaan J, Pandolfo M, Paus T, Pausova Z, Penninx BW, Pike GB, Psaty BM, Pütz B, Reppermund S, Rietschel MD, Risacher SL, Romanczuk-Seiferth N, Romero-Garcia R, Roshchupkin GV, Rotter JI, Sachdev PS, Sämann PG, Saremi A, Sargurupremraj M, Saykin AJ, Schmaal L, Schmidt H, Schmidt R, Schofield PR, Scholz M, Schumann G, Schwarz E, Shen L, Shin J, Sisodiya SM, Smith AV, Smoller JW, Soininen HS, Steen VM, Stein DJ, Stein JL, Thomopoulos SI, Toga AW, Tordesillas-Gutiérrez D, Trollor JN, Valdes-Hernandez MC, van 't Ent D, van Bokhoven H, van der Meer D, van der Wee NJ, Vázquez-Bourgon J, Veltman DJ, Vernooij MW, Villringer A, Vinke LN, Völzke H, Walter H, Wardlaw JM, Weinberger DR, Weiner MW, Wen W, Westlye LT, Westman E, White T, Witte AV, Wolf C, Yang J, Zwiers MP, Ikram MA, Seshadri S, Thompson PM, Satizabal CL, Medland SE, Rentería ME. Genomic analysis of intracranial and subcortical brain volumes yields polygenic scores accounting for variation across ancestries. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.08.13.24311922. [PMID: 39371125 PMCID: PMC11451674 DOI: 10.1101/2024.08.13.24311922] [Show More Authors] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 10/08/2024]
Abstract
Subcortical brain structures are involved in developmental, psychiatric and neurological disorders. We performed GWAS meta-analyses of intracranial and nine subcortical brain volumes (brainstem, caudate nucleus, putamen, hippocampus, globus pallidus, thalamus, nucleus accumbens, amygdala and, for the first time, the ventral diencephalon) in 74,898 participants of European ancestry. We identified 254 independent loci associated with these brain volumes, explaining up to 35% of phenotypic variance. We observed gene expression in specific neural cell types across differentiation time points, including genes involved in intracellular signalling and brain ageing-related processes. Polygenic scores for brain volumes showed predictive ability when applied to individuals of diverse ancestries. We observed causal genetic effects of brain volumes with Parkinson's disease and ADHD. Findings implicate specific gene expression patterns in brain development and genetic variants in comorbid neuropsychiatric disorders, which could point to a brain substrate and region of action for risk genes implicated in brain diseases.
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Affiliation(s)
- Luis M García-Marín
- Brain & Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4006, Australia
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Adrian I Campos
- Brain & Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4006, Australia
- Institute for Molecular Biosciences, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Santiago Diaz-Torres
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, QLD, 4072, Australia
- Population Health Program, QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4006, Australia
| | - Jill A Rabinowitz
- Department of Psychiatry, Robert Wood Johnson Medical School, Rutgers University, Piscataway, NJ 08854, USA
| | - Zuriel Ceja
- Brain & Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4006, Australia
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Brittany L Mitchell
- Brain & Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4006, Australia
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Katrina L Grasby
- Brain & Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4006, Australia
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Jackson G Thorp
- Brain & Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4006, Australia
| | - Ingrid Agartz
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, 0319, Norway
- Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, 0407, Norway
- Department of Clinical Neuroscience, Karolinska Institutet & Stockholm Health Care Services, Stockholm, SE-11364, Sweden
| | - Saud Alhusaini
- Department of Neurology, Alpert Medical School of Brown University, Providence, RI, 02903, USA
- Molecular & Cellular Therapeutics Department, Royal College of Surgeons in Ireland, Dublin, D15, Ireland
| | - David Ames
- Academic Unit Psychiatry of Old Age, University of Melbourne, Kew, VIC, 3101, Australia
- National Ageing Research Institute, Parkville, VIC, 3052, Australia
| | - Philippe Amouyel
- Universite Lille, U1167 - RID-AGE - LabEx DISTALZ - Risk factors and molecular determinants of aging diseases, Lille, F-59000, France
- Institut National de la Sante et de la Recherche Medicale, U1167, Lille, F-59000, France
- Centre Hospitalier Universitaire de Lille, Department of Public Health, Lille, F-59000, Franch
- Institut Pasteur de Lille UMR1167, Lille, F-59000, France
| | - Ole A Andreassen
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, 0319, Norway
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, 0407, Norway
- KG Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, 0407, Norway
| | - Konstantinos Arfanakis
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, 60612, USA
- Department of Biomedical Engineering, Illinois Institute of Technology, Chicago, 60616, USA
| | - Alejandro Arias Vasquez
- Departments of Psychiatry and Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, 6525 GA, The Netherlands
| | - Nicola J Armstrong
- Department of Mathematics and Statistics, Curtin University, Perth, Australia
| | - Lavinia Athanasiu
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, 0319, Norway
- CoE NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway, Oslo, 0455, Norway
| | - Mark E Bastin
- Centre for Clinical Brain Sciences and Edinburgh Imaging, University of Edinburgh, Edinburgh, EH16 4SB, United Kingdom
| | - Alexa S Beiser
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA, 02118, USA
- Framingham Heart Study, Chobanian and Avedisian Boston University School of Medicine, Boston, MA, 02118, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, 60612, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, 60612, USA
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, 98195-9458, USA
| | - Marco Pm Boks
- Brain Center University Medical Center Utrecht, Utrecht, 3508GA, The Netherlands
| | | | - Henry Brodaty
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Rachel M Brouwer
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neurocience, VU Amsterdam, Amsterdam, 1081 HV, The Netherlands
| | - Jan K Buitelaar
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, 6525 EN, The Netherlands
| | - Ralph Burkhardt
- Institute of Clinical Chemistry and Laboratory Medicine, University Hospital Regensburg, Regensburg University, Regensburg, 93053, Germany
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, 04103, Germany
| | - Wiepke Cahn
- Department of Psychiatry, University Medical Center Utrecht, Utrecht, 3584CX, The Netherlands
- Altrecht Mental Health Institute, Utrecht, 3512PG, The Netherlands
| | - Vince D Calhoun
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), {Georgia State, Georgia Tech, Emory}, Atlanta, GA, 30303, USA
| | | | - Mallar Chakravarty
- Cerebral Imaging Centre, Douglas Research Centre, Montreal, QC, H4H 1R3, Canada
- Department of Psychiatry, McGill University, Montreal, QC, H3A 1A1, Canada
| | - Qiang Chen
- Lieber Institute for Brain Development, Baltimore, MD, 21205, USA
| | - Christopher R K Ching
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, 90292, USA
| | - Sven Cichon
- Institute of Neuroscience and Medicine (INM-1), Research Center Jülich, Jülich, 52428, Germany
- Department of Biomedicine, University of Basel, Basel, CH-4031, Switzerland
- Medical Genetics, Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, 4031, Switzerland
| | - Benedicto Crespo-Facorro
- HU Virgen del Rocio, Instituto de Investigacion biomedica IBIS-CSIC, Universidad de Sevilla, CIBERSAM, Sevilla, 41013, Spain
| | - Fabrice Crivello
- CNRS, IMN, UMR 5293, University of Bordeaux, Bordeaux, 33076, France
| | - Anders M Dale
- Center for Multimodal Imaging and Genetics, La Jolla, CA, 92093, USA
| | - George Davey Smith
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, BS8 2BN, United Kingdom
- Population Health Sciences, University of Bristol, Bristol, BS8 BN, United Kingdom
| | - Eco Jc de Geus
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, 1081 BT, The Netherlands
| | - Philip L De Jager
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY, 10538, USA
| | - Greig I de Zubicaray
- School of Psychology and Counselling, Queensland University of Technology, Brisbane, QLD, 4059, Australia
| | - Stéphanie Debette
- School of Psychology and Counselling, Queensland University of Technology, Brisbane, QLD, 4059, Australia
- Department of Neurology, Institute of Neurodegenerative Diseases, Bordeaux University Hospital, Bordeaux, F-33000, France
| | - Charles DeCarli
- Imaging of Dementia and Aging Laboratory, Department of Neurology, University of California, Davis, Sacramento, CA, 95817, USA
| | - Chantal Depondt
- Department of Neurology, Hôpital Universitaire de Bruxelles, Université Libre de Bruxelles, Brussels, 1070, Belgium
| | - Sylvane Desrivières
- Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, SE5 8AF, United Kingdom
| | - Srdjan Djurovic
- Department of Medical Genetics, Oslo University Hospital, Oslo, 0450, Norway
- Department of Clinical Science, University of Bergen, Bergen, 5021, Norway
| | - Stefan Ehrlich
- Translational Developmental Neuroscience Section, Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, TU Dresden, Dresden, 01307, Germany
| | - Susanne Erk
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, 11017, Germany
| | - Thomas Espeseth
- Department of Psychology, University of Oslo, Oslo, 0373, Norway
- Department of Psychology, Oslo New University College, Oslo, 0456, Norway
| | - Guillén Fernández
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, 6500 HB, The Netherlands
| | - Irina Filippi
- INSERM U1299, Paris Saclay University, Gif-sur-Yvette, 91190, France
| | - Simon E Fisher
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, 6525 XD, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, 6500 HE, The Netherlands
| | - Debra A Fleischman
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, 60612, USA
- Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, Chicago, IL, 60612, USA
| | - Evan Fletcher
- Department of Neurology, University of California Davis, Davis, CA, 95616, USA
| | - Myriam Fornage
- Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, 77030, USA
| | - Andreas J Forstner
- Institute of Neuroscience and Medicine (INM-1), Research Center Jülich, Jülich, 52428, Germany
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, Bonn, 53127, Germany
| | - Clyde Francks
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, 6500 HB, The Netherlands
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, 6525 XD, The Netherlands
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, 6525 GA, The Netherlands
| | - Barbara Franke
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, 6525 EN, The Netherlands
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, 6525 GA, The Netherlands
| | - Tian Ge
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, 02114, USA
| | - Aaron L Goldman
- Lieber Institute for Brain Development, Baltimore, MD, 21205, USA
| | - Hans J Grabe
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, 17475, Germany
| | - Robert C Green
- Department of Medicine (Genetics), Mass General Brigham and Harvard Medical School, Boston, MA, 02115, USA
| | - Oliver Grimm
- Central Institute of Mental Health, Mannheim, 68159, Germany
- Goethe-University Frankfurt, Frankfurt am Main, 60528, Germany
| | - Nynke A Groenewold
- Department of Psychiatry and Mental Health, Neuroscience Institute, University of Cape Town, Cape Town, 7925, South Africa
| | - Oliver Gruber
- Section for Experimental Psychopathology and Neuroimaging, Department of General Psychiatry, Heidelberg University, Heidelberg, D-69115, Germany
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, 201, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, 101, Iceland
| | - Asta K Håberg
- Department of Neuromedicine and Movement, NTNU Science, Trondheim, 7030, Norway
- MiDT National Research Center, Department of Research, St Olavs Hospital, Trondheim, 7006, Norway
| | - Unn K Haukvik
- Norwegian Centre for Mental Health Research (NORMENT), Department of Mental Health and Addiction, University of Oslo, Oslo, 0450, Norway
- Centre for Forensic Psychiatry Research, Oslo University Hospital, Oslo, 0455, Norway
| | - Andreas Heinz
- Centre for Forensic Psychiatry Research, Oslo University Hospital, Oslo, 0455, Norway
| | - Derrek P Hibar
- Product Development, Genentech, Inc., South San Francisco, CA, 94080, USA
| | - Saima Hilal
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, 117549, Singapore
| | - Jayandra J Himali
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA, 02118, USA
- Framingham Heart Study, Chobanian and Avedisian Boston University School of Medicine, Boston, MA, 02118, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, 78229-3900, USA
- Department of Population Health Sciences, UT Health Science Center San Antonio, San Antonio, TX, 78229, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, 02118, USA
| | - Beng-Choon Ho
- Department of Psychiatry, Carver College of Medicine, University of Iowa, Iowa City, IA, 52246, USA
| | - David F Hoehn
- Max Planck Institute of Psychiatry, Munich, 80804, Germany
| | - Pieter J Hoekstra
- Department of Child and Adolescent Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, 9713 GZ, The Netherlands
- Accare Child Study Center, Groningen, 9723 HE, The Netherlands
| | - Edith Hofer
- Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Graz, 8036, Austria
- Institute for Medical Informatics, Statistics and Documentation, Medical University of Graz, Graz, 8036, Austria
| | - Wolfgang Hoffmann
- German Centre for Neurodegenerative Diseases (DZNE) - site Rostock/Greifswald, Greifswald, 17489, Germany
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, 17495, Germany
| | - Avram J Holmes
- Department of Psychiatry, Brain Health Institute, Rutgers University, Piscataway, NJ, 08854, USA
| | - Georg Homuth
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, 17475, Germany
| | - Norbert Hosten
- Department of Radiology, University Clinic Greifswald, Greifswald, 17475, Germany
| | - M Kamran Ikram
- Departments of Epidemiology and Neurology, Erasmus MC, Rotterdam, 3015 CN , The Netherlands
| | - Jonathan C Ipser
- Department of Psychiatry and Mental Health, Neuroscience Institute, Groote Schuur Hospital, University of Cape Town, Cape Town, 7925, South Africa
| | - Clifford R Jack
- Department of Radiology, Mayo Clinic, Rochester, MN, 55905, USA
| | - Neda Jahanshad
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, 90292, USA
| | - Erik G Jönsson
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, 0319, Norway
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet & Stockholm Health Care Sciences, Stockholm Region, Stockholm, SE-11364, Sweden
| | - Rene S Kahn
- Department of Psychiatry, University Medical Center Utrecht, Utrecht, 3584CX, The Netherlands
| | | | - Marieke Klein
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, 6500 HB, The Netherlands
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, 6525 GA, The Netherlands
| | - Maria J Knol
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, 3015 GD, The Netherlands
| | - Lenore J Launer
- Intramural Research Program, National Institute on Aging, Baltimore, MD, 21224, USA
| | - Stephen M Lawrie
- Division of Psychiatry, University of Edinburgh, Edinburgh, EH10 5HF, United Kingdom
| | | | - Phil H Lee
- Center for Genomic Medicine, Mass General Brigham, Boston, MA, 02114, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, 02115, USA
- Stanley Center for Psychiatry, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Hervé Lemaître
- Groupe d'Imagerie Neurofonctionnelle, Institut des Maladies Neurodégénératives, UMR 5293, CNRS, Université de Bordeaux, Bordeaux, 33076, France
| | - Shuo Li
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA, 02118, USA
- Framingham Heart Study, Chobanian and Avedisian Boston University School of Medicine, Boston, MA, 02118, USA
| | | | - Honghuang Lin
- Department of Medicine, University of Massachusetts Chan Medical School, Worcester, MA, 01655, USA
| | - W T Longstreth
- Department of Neurology, University of Washington, Seattle, WA, 98104-2420, USA
- Department of Epidemiology, University of Washington, Seattle, WA, 98195-9458, USA
| | - Oscar L Lopez
- Departments of Neurology and Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA, 15213, USA
| | - Michelle Luciano
- Department of Psychology, University of Edinburgh, Edinburgh, EH8 9JZ, United Kingdom
| | - Pauline Maillard
- Department of Neurology, University of California Davis, Davis, CA, 95616, USA
| | - Andre F Marquand
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, 6500 HB, The Netherlands
| | - Nicholas G Martin
- Brain & Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4006, Australia
| | - Jean-Luc Martinot
- Université Paris-Saclay; Institut National de la Santé et de la Recherche Médicale, INSERM U1299 "Trajectoires développementales Psychiatrie", Ecole Normale Supérieure Paris-Saclay, CNRS UMR 9010, Université Paris Cité, Centre Borelli, Gif sur Yvette, 911
| | - Karen A Mather
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Venkata S Mattay
- Lieber Institute for Brain Development, Baltimore, MD, 21205, USA
| | - Katie L McMahon
- School of Clinical Sciences, Queensland University of Technology, Brisbane, QLD, 4001, Australia
| | - Patrizia Mecocci
- Institute of Gerontology and Geriatrics, Department of Medicine and Surgery, University of Perugia, Perugia, 06132, Italy
- Clinical Geriatrics, NVS Department, Karolinska Institute, Huddinge, 14152, Sweden
| | - Ingrid Melle
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, 0319, Norway
| | - Andreas Meyer-Lindenberg
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, 68159, Germany
| | - Nazanin Mirza-Schreiber
- Institute of Neurogenomics,Helmholtz Munich, 85764, Neuherberg, Germany
- Neurogenetic Systems Analysis Group, Institute of Neurogenomics, Helmholtz Munich, 85764, Neuherberg, Germany
| | - Yuri Milaneschi
- Department of Psychiatry, Amsterdam UMC location Vrije Universiteit Amsterdam, Amsterdam, 1081 HJ, The Netherlands
- Amsterdam Public Health, Mental Health program, Amsterdam, 1081 BT, The Netherlands
- Amsterdam Neuroscience, Mood, Anxiety, Psychosis, Sleep & Stress program, Amsterdam, 1081 BT, The Netherlands
- Amsterdam Neuroscience, Complex Trait Genetics program, Amsterdam, 1081 HV, The Netherlands
| | | | - Thomas W Mühleisen
- Institute of Neuroscience and Medicine (INM-1), Research Center Jülich, Jülich, 52428, Germany
- Cécile and Oskar Vogt Institute for Brain Research, Medical Faculty, University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Düsseldorf, D-40225, Germany
- Department of Biomedicine, University Hospital Basel and University of Basel, Basel, CH-4031, Switzerland
| | - Bertram Müller-Myhsok
- Statistics Genetics Group, Max Planck Institute of Psychiatry, Munich, 80804, Germany
| | - Susana Muñoz Maniega
- Centre for Clinical Brain Sciences and Edinburgh Imaging, University of Edinburgh, Edinburgh, EH16 4SB, United Kingdom
| | - Matthias Nauck
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, 17489, Germany
- German Centre for Cardiovascular Research (DZHK), Partner Site Greifswald, Greifswald, 17489, Germany
| | - Kwangsik Nho
- Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Wiro J Niessen
- University Medical Center Groningen, Groningen, 9713GZ, The Netherlands
| | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, Bonn, 53127, Germany
| | - Paul A Nyquist
- Department of Neurology, Johns Hopkins School of Medicine, Baltimore, MD, 21287, USA
- General internal Medicine, Johns Hopkins School of Medicine, Baltimore, MD, 21287, USA
| | - Jaap Oosterlaan
- Clinical Neuropsychology section, Vrije Universiteit Amsterdam, Amsterdam, 1081 BT, The Netherlands
- Emma Children's Hospital, University Medical Centers Amsterdam, Amsterdam, 1100 DD, The Netherlands
- Amsterdam Reproduction & Development Research Institute, Amsterdam, 1100 DD, The Netherlands
| | - Massimo Pandolfo
- Université Libre de Bruxelles, Brussels, 1070, Belgium
- Department of Neurology and Neurosurgery, McGill University, Montreal, QC, H3A 2B4, Canada
| | - Tomas Paus
- Departments of Psychiatry and Neuroscience, Faculty of Medicine, University of Montreal, Montreal, QC, H3T 1C5, Canada
- Centre Hospitalier Universitaire Sainte-Justine, University of Montreal, Montreal, QC, H3T 1C5, Canada
| | - Zdenka Pausova
- Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
- Department of Physiology, University of Toronto, Toronto, M5G 0A4, Canada
| | - Brenda Wjh Penninx
- Department of Psychiatry, Amsterdam UMC location Vrije Universiteit Amsterdam, Amsterdam, 1081 HJ, The Netherlands
| | - G Bruce Pike
- Departments of Radiology and Clinical Neurosciences, Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, T2N 4N1, Canada
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, 98195-9458, USA
- Department of Epidemiology, University of Washington, Seattle, WA, 98195-9458, USA
- Department of Health Systems and Population Health, Seattle, WA, 98195-9458, USA
| | - Benno Pütz
- Translational Psychiatry, Munich, 80804, Germany
| | - Simone Reppermund
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, NSW, 2052, Australia
- Department of Developmental Disability Neuropsychiatry, Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Marcella D Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Faculty of Medicine Mannheim, University of Heidelberg, Mannheim, 68159, Germany
| | - Shannon L Risacher
- Center for Neuroimaging, Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
- Indiana Alzheimer's Disease Research Center, Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Nina Romanczuk-Seiferth
- Department of Psychiatry and Neuroscience, Charité - Universitätsmedizin Berlin, Berlin, 10117, Germany
- Department of Psychology, Clinical Psychology and Psychotherapy, MSB Medical School Berlin, Berlin, 14197, Germany
| | - Rafael Romero-Garcia
- Instituto de Biomedicina de Sevilla (IBiS) HUVR/CSIC/Universidad de Sevilla/ CIBERSAM, ISCIII, Dpto. de Fisiología Médica y Biofísica, Sevilla, 41013, Spain
- Department of Psychiatry, University of Cambridge, Cambridge, CB2 0SZ, United Kingdom
| | - Gennady V Roshchupkin
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, 3015 GD, The Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, 3015 GD, The Netherlands
| | - Jerome I Rotter
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, 90502, USA
| | - Perminder S Sachdev
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, NSW, 2052, Australia
- Neuropsychiatric Institute, The Prince of Wales Hospital, Randwick, NSW, 2031, Australia
| | | | - Arvin Saremi
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, 90292, USA
| | - Muralidharan Sargurupremraj
- INSERM U1219, Bordeaux Population Health Research Center, University of Bordeaux, Bordeaux, F-33000, France
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, 78229-3900, USA
| | - Andrew J Saykin
- Center for Neuroimaging, Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Lianne Schmaal
- Centre for Youth Mental Health, The University of Melbourne, Parkville, VIC, 3052, Australia
- Orygen, Parkville, VIC, 3052, Australia
| | - Helena Schmidt
- Institute of Molecular Biology & Biochemistry, Gottfried Schatz Center for Signaling, Metabolism & Aging, Medical University Graz, Graz, 8010, Austria
| | - Reinhold Schmidt
- Department of Neurology, Medical University Graz Austria, Graz, 8023, Austria
| | - Peter R Schofield
- Neuroscience Research Australia, Sydney, NSW, 2031, Australia
- School of Biomedical Sciences, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Markus Scholz
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, 04103, Germany
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, 04107, Germany
| | - Gunter Schumann
- Centre for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University, Shanghai, 200031, P.R. China
- PONS Centre, Department of Psychiatry, CCM, Charite Unversitaetsmedizin Berlin, Berlin, 10017, Germany
| | - Emanuel Schwarz
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, 68159, Germany
| | - Li Shen
- Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Jean Shin
- The Hospital for Sick Children, Departments of Physiology and Nutritional Sciences, University of Toronto, Toronto, ON, M5G 0A4, Canada
| | - Sanjay M Sisodiya
- Department of Clinical and Experimental Epilepsy, UCL Queen Square Institute of Neurology, London, WC1N 3BG, United Kingdom
- Chalfont Centre for Epilepsy, Chalfont St Peter, SL9 0RJ, United Kingdom
| | - Albert V Smith
- Icelandic Heart Association, Kopavogur, 201, Iceland
- Department of Biostatistics, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Jordan W Smoller
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, 02114, USA
| | - Hilkka S Soininen
- Department of Neurology, Institute of Clinical Mediciine, University of Eastern Finland, Kuopio, 70100, Finland
| | - Vidar M Steen
- Department of Clinical Science, University of Bergen, Bergen, 5021, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Department of Medical Genetics, Haukeland University Hospital, Bergen, N-5021, Norway
| | - Dan J Stein
- SAMRC Research Unit on Risk & Resilience in Mental Disorders, Department of Psychiatry & Neuroscience Institute, University of Cape Town, Cape Town, 7925, South Africa
| | - Jason L Stein
- Department of Genetics & UNC Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599-7250, USA
| | - Sophia I Thomopoulos
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, 90292, USA
| | - Arthur W Toga
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, 90292, USA
| | - Diana Tordesillas-Gutiérrez
- Instituto de Física de Cantabria (CSIC-UC), Santander, E-39005, Spain
- Department of Radiology, Marqués de Valdecilla University Hospital, Valdecilla Biomedical Research Institute IDIVAL, Santander, 39011, Spain
| | - Julian N Trollor
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, NSW, 2052, Australia
- The National Centre of Excellence in Intellectual Disability Health,, Faculty of Medicine and Health, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Maria C Valdes-Hernandez
- Centre for Clinical Brain Sciences and Edinburgh Imaging, University of Edinburgh, Edinburgh, EH16 4SB, United Kingdom
| | - Dennis van 't Ent
- Department of Biological Psychology & Netherlands Twin Register, Vrije Universiteit Amsterdam, Amsterdam, 1081 BT, The Netherlands
| | - Hans van Bokhoven
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, 6525 EN, The Netherlands
- Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, 6525 GA, The Netherlands
| | - Dennis van der Meer
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, 0319, Norway
- School of Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, 6200MD, The Netherlands
| | - Nic Ja van der Wee
- Department of Psychiatry, Leiden University Medical Center, Leiden, 2333 ZA, The Netherlands
| | - Javier Vázquez-Bourgon
- Department of Psychiatry, University Hospital Marqués de Valdecilla - IDIVAL, Santander, 39008, Spain
- Departamento de Medicina y Psiquiatría, Universidad de Cantabria, Santander, 39008, Spain
- Centro de Investigación Biomédica en Red en Salud Mental (CIBERSAM), Sevilla, 41013, Spain
| | - Dick J Veltman
- Department of Psychiatry, Amsterdam UMC location Vrije Universiteit Amsterdam, Amsterdam, 1081 HJ, The Netherlands
| | - Meike W Vernooij
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, 3015 GD, The Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, 3015 GD, The Netherlands
| | - Arno Villringer
- Department of Neurology, Max Planck Institute for Human, Cognitive and Brain Sciences, Leipzig, 04103, Germany
- Cognitive Neurology, University of Leipzig Medical Center, Leipzig, 04103, Germany
| | - Louis N Vinke
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, 02114, USA
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, 17495, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, 11017, Germany
| | - Joanna M Wardlaw
- Centre for Clinical Brain Sciences and Edinburgh Imaging, University of Edinburgh, Edinburgh, EH16 4SB, United Kingdom
- UK Dementia Research Institute Centre, University of Edinburgh, Edinburgh, EH16 4SB, United Kingdom
| | - Daniel R Weinberger
- Lieber Institute for Brain Development, Baltimore, MD, 21205, USA
- Department of Neurology, Johns Hopkins School of Medicine, Baltimore, MD, 21287, USA
- Department of Psychiatry, Johns Hopkins School of Medicine, Baltimore, MD, 21205, USA
- Department of Neuroscience, Johns Hopkins School of Medicine, Baltimore, MD, 21205, USA
- Genetic Medicine, Johns Hopkins School of Medicine, Baltimore, MD, 21205, USA
| | - Michael W Weiner
- University of California San Francisco, San Francisco, CA, 94121, USA
- Northern California Institute for Research & Education (NCIRE), San Francisco, CA, 94121, USA
- Veterans Administration Medical Center, San Francisco, CA, 94121, USA
| | - Wei Wen
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Lars T Westlye
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, 0319, Norway
- Department of Psychology, University of Oslo, Oslo, 0373, Norway
| | - Eric Westman
- Division of Clinical Geriatrics, Department of Neurobiology, Care Sciences and Society (NVS), Karolinska Institutet, Huddinge, 14183, Sweden
| | - Tonya White
- Section on Social and Cognitive Developmental Neuroscience, National Institute of Mental Health, Bethesda, MD, 20892-1276, USA
| | - A Veronica Witte
- Department of Neurology, Max Planck Institute for Human, Cognitive and Brain Sciences, Leipzig, 04103, Germany
- Cognitive Neurology, University of Leipzig Medical Center, Leipzig, 04103, Germany
| | | | - Jingyun Yang
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, 60612, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, 60612, USA
| | - Marcel P Zwiers
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, 6525 EN, The Netherlands
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, 3015 GD, The Netherlands
| | - Sudha Seshadri
- Framingham Heart Study, Chobanian and Avedisian Boston University School of Medicine, Boston, MA, 02118, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, 78229-3900, USA
| | - Paul M Thompson
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, 90292, USA
| | - Claudia L Satizabal
- Framingham Heart Study, Chobanian and Avedisian Boston University School of Medicine, Boston, MA, 02118, USA
- Department of Population Health Sciences and Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, 78229, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, 02118, USA
| | - Sarah E Medland
- Brain & Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4006, Australia
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, QLD, 4072, Australia
- School of Psychology and Counselling, Queensland University of Technology, Brisbane, QLD, 4059, Australia
- School of Psychology, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Miguel E Rentería
- Brain & Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4006, Australia
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, QLD, 4072, Australia
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8
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Jutla A, Harvey L, Veenstra-VanderWeele J, Chung WK. Motor difficulties in 16p11.2 copy number variation. Autism Res 2024; 17:906-916. [PMID: 38660979 DOI: 10.1002/aur.3132] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Accepted: 02/17/2024] [Indexed: 04/26/2024]
Abstract
The rare genetic variants 16p11.2 duplication and 16p11.2 deletion have opposing effects on brain structure and function, yet are associated with broadly similar clinical phenotypes that include autism, intellectual impairment, psychiatric illness, and motor difficulties. In recent years, studies have identified subtle distinctions between the phenotypic effects of 16p11.2 duplication and 16p11.2 deletion with respect to patterns of autism, intellectual impairment, and psychiatric illness. However, although divergent phenotypic findings in some motor domains have been reported, no study has yet made a comprehensive comparison of motor difficulties between 16p11.2 deletion and 16p11.2 duplication carriers to elucidate points of convergence and divergence. We sought to make such a comparison in a group of 133 16p11.2 deletion carriers, 122 duplication carriers, and 388 familial controls, hypothesizing that motor impairment would overall be greater in deletion than duplication carriers. In a series of regression models, we found that 16p11.2 deletion status tended to predict greater impairment along indices of gross motor function, but less impairment along indices of fine motor function. These findings point to a potential pattern of performance difficulties that could be investigated in future studies. Elucidating motor differences between 16p11.2 duplication and 16p11.2 deletion carriers may help in understanding the complex effect of 16p11.2 copy number variation and other rare genetic causes of autism.
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Affiliation(s)
- Amandeep Jutla
- Department of Psychiatry, Columbia University, New York, New York, USA
- New York State Psychiatric Institute, New York, New York, USA
| | - Loraine Harvey
- City University of New York School of Medicine, New York, New York, USA
| | - Jeremy Veenstra-VanderWeele
- Department of Psychiatry, Columbia University, New York, New York, USA
- New York State Psychiatric Institute, New York, New York, USA
| | - Wendy K Chung
- Department of Pediatrics and Medicine, Columbia University, New York, New York, USA
- Simons Foundation, New York, New York, USA
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9
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Kim J, Vanrobaeys Y, Kelvington B, Peterson Z, Baldwin E, Gaine ME, Nickl-Jockschat T, Abel T. Dissecting 16p11.2 hemi-deletion to study sex-specific striatal phenotypes of neurodevelopmental disorders. Mol Psychiatry 2024; 29:1310-1321. [PMID: 38278994 PMCID: PMC11189748 DOI: 10.1038/s41380-024-02411-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/08/2023] [Revised: 12/21/2023] [Accepted: 01/04/2024] [Indexed: 01/28/2024]
Abstract
Neurodevelopmental disorders (NDDs) are polygenic in nature and copy number variants (CNVs) are ideal candidates to study the nature of this polygenic risk. The disruption of striatal circuits is considered a central mechanism in NDDs. The 16p11.2 hemi-deletion (16p11.2 del/+) is one of the most common CNVs associated with NDD, and 16p11.2 del/+ mice show sex-specific striatum-related behavioral phenotypes. However, the critical genes among the 27 genes in the 16p11.2 region that underlie these phenotypes remain unknown. Previously, we applied a novel strategy to identify candidate genes associated with the sex-specific phenotypes of 16p11.2 del/+ mice and highlighted three genes within the deleted region: thousand and one amino acid protein kinase 2 (Taok2), seizure-related 6 homolog-like 2 (Sez6l2), and major vault protein (Mvp). Using CRISPR/Cas9, we generated mice carrying null mutations in Taok2, Sez6l2, and Mvp (3 gene hemi-deletion (3g del/+)). Hemi-deletion of these 3 genes recapitulates sex-specific behavioral alterations in striatum-dependent behavioral tasks observed in 16p11.2 del/+ mice, specifically male-specific hyperactivity and impaired motivation for reward seeking. Moreover, RNAseq analysis revealed that 3g del/+ mice exhibit gene expression changes in the striatum similar to 16p11.2 del/+ mice exclusively in males. Subsequent analysis identified translation dysregulation and/or extracellular signal-regulated kinase signaling as plausible molecular mechanisms underlying male-specific, striatum-dependent behavioral alterations. Interestingly, ribosomal profiling supported the notion of translation dysregulation in both 3g del/+ and 16p11.2 del/+ male mice. However, mice carrying a 4-gene deletion (with an additional deletion of Mapk3) exhibited fewer phenotypic similarities with 16p11.2 del/+ mice. Together, the mutation of 3 genes within the 16p11.2 region phenocopies striatal sex-specific phenotypes of 16p11.2 del/+ mice. These results support the importance of a polygenic approach to study NDDs and underscore that the effects of the large genetic deletions result from complex interactions between multiple candidate genes.
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Affiliation(s)
- Jaekyoon Kim
- Department of Neuroscience and Pharmacology, Carver College of Medicine, University of Iowa, Iowa, IA, USA
- Iowa Neuroscience Institute, University of Iowa, Iowa, IA, USA
| | - Yann Vanrobaeys
- Department of Neuroscience and Pharmacology, Carver College of Medicine, University of Iowa, Iowa, IA, USA
- Iowa Neuroscience Institute, University of Iowa, Iowa, IA, USA
- Interdisciplinary Graduate Program in Genetics, University of Iowa, Iowa, IA, USA
| | - Benjamin Kelvington
- Department of Neuroscience and Pharmacology, Carver College of Medicine, University of Iowa, Iowa, IA, USA
- Iowa Neuroscience Institute, University of Iowa, Iowa, IA, USA
| | - Zeru Peterson
- Department of Neuroscience and Pharmacology, Carver College of Medicine, University of Iowa, Iowa, IA, USA
- Iowa Neuroscience Institute, University of Iowa, Iowa, IA, USA
- Department of Psychiatry, Carver College of Medicine, University of Iowa, Iowa, IA, USA
| | - Emily Baldwin
- The Iowa Medical Scientist Training Program, University of Iowa, Iowa, IA, USA
| | - Marie E Gaine
- Iowa Neuroscience Institute, University of Iowa, Iowa, IA, USA
- Department of Pharmaceutical Sciences and Experimental Therapeutics, College of Pharmacy, University of Iowa, Iowa, IA, USA
| | - Thomas Nickl-Jockschat
- Department of Neuroscience and Pharmacology, Carver College of Medicine, University of Iowa, Iowa, IA, USA.
- Iowa Neuroscience Institute, University of Iowa, Iowa, IA, USA.
- Department of Psychiatry, Carver College of Medicine, University of Iowa, Iowa, IA, USA.
| | - Ted Abel
- Department of Neuroscience and Pharmacology, Carver College of Medicine, University of Iowa, Iowa, IA, USA.
- Iowa Neuroscience Institute, University of Iowa, Iowa, IA, USA.
- Department of Psychiatry, Carver College of Medicine, University of Iowa, Iowa, IA, USA.
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10
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Liu L, Wang J, Liu X, Wang J, Chen L, Zhu H, Mai J, Hu T, Liu S. Prenatal prevalence and postnatal manifestations of 16p11.2 deletions: A new insights into neurodevelopmental disorders based on clinical investigations combined with multi-omics analysis. Clin Chim Acta 2024; 552:117671. [PMID: 37984529 DOI: 10.1016/j.cca.2023.117671] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2023] [Revised: 11/17/2023] [Accepted: 11/17/2023] [Indexed: 11/22/2023]
Abstract
BACKGROUND The 16p11.2 deletion is one of the most common genetic aetiologies of neurodevelopmental disorders (NDDs). The prenatal phenotype of 16p11.2 deletion and the potential mechanism associated with postnatal clinical manifestations were largely unknow. We revealed the developmental trajectories of 16p11.2 deletion from the prenatal to postnatal periods and to identify key signaling pathways and candidate genes contributing to neurodevelopmental abnormalities. METHODS In this 5-y retrospective cohort study, women with singleton pregnancies who underwent amniocentesis for chromosomal abnormalities were included. Test of copy-number variations (CNVs) involved single nucleotide polymorphism-array and CNV-seq was performed to detected 16p11.2 deletion. For infants born carrying the 16p11.2 deletion, neurological and intellectual evaluations using the Chinese version of the Gesell Development Scale. For patients observed to have vertebral malformations, Sanger sequencing for T-C-A haplotype of TBX6 was performed. For those infants with clinical manifestations, whole-exome sequencing was consecutively performed in trios to rule out single-gene diseases, and transcriptomics combined with untargeted metabolomics were performed. RESULTS The prevalence of 16p11.2 deletion was 0.063% (55/86,035) in the prenatal period. Up to 80% (20/25) of the 16p11.2 deletions were proven de novo by parental confirmation. Approximately half of 16p11.2 deletions (28/55) were detected with prenatal abnormal ultrasound findings. Vertebral malformations were identified as the most distinctive structural malformations and were enriched in fetuses with 16p11.2 deletions compared with controls (90.9‰ [5/55] vs. 8.4‰ [72/85,980]; P < 0.001). All 5 fetuses with vertebral malformations were confirmed to have the TBX6 haplotype of T-C-A. Overall, 47.6% (10/21) infants birthed were diagnosed with NDDs of different degrees. Language impairment was the predominant manifestation (7/10; 70.0%), followed by motor delay (5/10; 50%). Multi-omics analysis indicated that MAPK3 was the central hub of the differentially expressed gene (DEG) network. We firstly reported that histidine-associated metabolism may be the core metabolic pathway related to the 16p11.2 deletion. CONCLUSION We demonstrated the prenatal presentation, incomplete penetrance and variable expressivity of the 16p11.2 deletion. We identified vertebral malformations were the most distinctive prenatal phenotypes, and language impairment was the predominant postnatal manifestation. Most of the 16p11.2 deletion was de novo. Meanwhile, we suggested that MAPK3 and histidine-associated metabolism may contribute to neurodevelopmental abnormalities of 16p11.2 deletion.
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Affiliation(s)
- Lan Liu
- Department of Medical Genetics, West China Second University Hospital, Sichuan University, Chengdu, Sichuan 610041, China; Medical College, Tibet University, Lhasa, Tibet 850000, China; Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Ministry of Education, Chengdu, Sichuan 610041, China
| | - Jiamin Wang
- Department of Medical Genetics, West China Second University Hospital, Sichuan University, Chengdu, Sichuan 610041, China; Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Ministry of Education, Chengdu, Sichuan 610041, China; Department of Obstetrics and Gynecology, West China Second University Hospital, Sichuan University, Chengdu, Sichuan 610041, China
| | - Xijing Liu
- Department of Medical Genetics, West China Second University Hospital, Sichuan University, Chengdu, Sichuan 610041, China; Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Ministry of Education, Chengdu, Sichuan 610041, China; Department of Obstetrics and Gynecology, West China Second University Hospital, Sichuan University, Chengdu, Sichuan 610041, China
| | - Jing Wang
- Department of Medical Genetics, West China Second University Hospital, Sichuan University, Chengdu, Sichuan 610041, China; Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Ministry of Education, Chengdu, Sichuan 610041, China; Department of Obstetrics and Gynecology, West China Second University Hospital, Sichuan University, Chengdu, Sichuan 610041, China
| | - Lin Chen
- Department of Medical Genetics, West China Second University Hospital, Sichuan University, Chengdu, Sichuan 610041, China; Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Ministry of Education, Chengdu, Sichuan 610041, China; Department of Obstetrics and Gynecology, West China Second University Hospital, Sichuan University, Chengdu, Sichuan 610041, China
| | - Hongmei Zhu
- Department of Medical Genetics, West China Second University Hospital, Sichuan University, Chengdu, Sichuan 610041, China; Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Ministry of Education, Chengdu, Sichuan 610041, China; Department of Obstetrics and Gynecology, West China Second University Hospital, Sichuan University, Chengdu, Sichuan 610041, China
| | - Jingqun Mai
- Department of Medical Genetics, West China Second University Hospital, Sichuan University, Chengdu, Sichuan 610041, China; Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Ministry of Education, Chengdu, Sichuan 610041, China; Department of Obstetrics and Gynecology, West China Second University Hospital, Sichuan University, Chengdu, Sichuan 610041, China
| | - Ting Hu
- Department of Medical Genetics, West China Second University Hospital, Sichuan University, Chengdu, Sichuan 610041, China; Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Ministry of Education, Chengdu, Sichuan 610041, China; Department of Obstetrics and Gynecology, West China Second University Hospital, Sichuan University, Chengdu, Sichuan 610041, China.
| | - Shanling Liu
- Department of Medical Genetics, West China Second University Hospital, Sichuan University, Chengdu, Sichuan 610041, China; Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Ministry of Education, Chengdu, Sichuan 610041, China; Department of Obstetrics and Gynecology, West China Second University Hospital, Sichuan University, Chengdu, Sichuan 610041, China.
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11
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Gur R, Bearden C, Jacquemont S, Jizi K, Amelsvoort van T, van den Bree M, Vorstman J, Sebat J, Ruparel K, Gallagher R, Swillen A, McClellan E, White L, Crowley T, Giunta V, Kushan L, O'Hora K, Verbesselt J, Vandensande A, Vingerhoets C, van Haelst M, Hall J, Harwood J, Chawner S, Patel N, Palad K, Hong O, Guevara J, Martin CO, Bélanger AM, Scherer S, Bassett A, McDonald-McGinn D, Gur R. Neurocognitive Profiles of 22q11.2 and 16p11.2 Deletions and Duplications. RESEARCH SQUARE 2023:rs.3.rs-3393845. [PMID: 38234766 PMCID: PMC10793509 DOI: 10.21203/rs.3.rs-3393845/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/19/2024]
Abstract
Rare recurrent copy number variants (CNVs) at chromosomal loci 22q11.2 and 16p11.2 are among the most common rare genetic disorders associated with significant risk for neuropsychiatric disorders across the lifespan. Microdeletions and duplications in these loci are associated with neurocognitive deficits, yet there are few studies comparing these groups using the same measures. We address this gap in a prospective international collaboration applying the same computerized neurocognitive assessment. The Penn Computerized Neurocognitive Battery (CNB) was administered in a multi-site study on rare genomic disorders: 22q11.2 deletion (n = 397); 22q11.2 duplication (n = 77); 16p11.2 deletion (n = 94); and 16p11.2 duplication (n = 26). Domains examined include executive functions, episodic memory, complex cognition, social cognition, and sensori-motor speed. Accuracy and speed for each neurocognitive domain were included as dependent measures in a mixed-model repeated measures analysis, with locus (22q11.2, 16p11.2) and copy number (deletion/duplication) as grouping factors and neurocognitive domain as a repeated measures factor, with age and sex as covariates. We also examined correlation with IQ and site effects. We found that 22q11.2 deletions were associated with greater deficits in overall performance accuracy than 22q11.2 duplications, while 16p11.2 duplications were associated with greater deficits than 16p11.2 deletions. Duplications at both loci were associated with reduced speed. Performance profiles differed among the groups with particularly poor performance of 16p11.2 duplication on non-verbal reasoning and social cognition. Average accuracy on the CNB was moderately correlated with Full Scale IQ. No site effects were observed. Deletions and duplications of 22q11.2 and 16p11.2 have varied effects on neurocognition indicating locus specificity, with performance profiles differing among the groups. These profile differences can help inform mechanistic substrates to heterogeneity in presentation and outcome. Future studies could aim to link performance profiles to clinical features and brain function.
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Büki G, Hadzsiev K, Bene J. Copy Number Variations in Neuropsychiatric Disorders. Int J Mol Sci 2023; 24:13671. [PMID: 37761973 PMCID: PMC10530736 DOI: 10.3390/ijms241813671] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Revised: 08/23/2023] [Accepted: 08/30/2023] [Indexed: 09/29/2023] Open
Abstract
Neuropsychiatric disorders are complex conditions that represent a significant global health burden with complex and multifactorial etiologies. Technological advances in recent years have improved our understanding of the genetic architecture of the major neuropsychiatric disorders and the genetic loci involved. Previous studies mainly investigated genome-wide significant SNPs to elucidate the cross-disorder and disorder-specific genetic basis of neuropsychiatric disorders. Although copy number variations represent a major source of genetic variations, they are known risk factors in developing a variety of human disorders, including certain neuropsychiatric diseases. In this review, we demonstrate the current understanding of CNVs contributing to liability for schizophrenia, bipolar disorder, and major depressive disorder.
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Affiliation(s)
| | | | - Judit Bene
- Department of Medical Genetics, Clinical Center, Medical School, University of Pécs, 7624 Pécs, Hungary; (G.B.); (K.H.)
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Kumar K, Modenato C, Moreau C, Ching CRK, Harvey A, Martin-Brevet S, Huguet G, Jean-Louis M, Douard E, Martin CO, Younis N, Tamer P, Maillard AM, Rodriguez-Herreros B, Pain A, Kushan L, Isaev D, Alpert K, Ragothaman A, Turner JA, Wang L, Ho TC, Schmaal L, Silva AI, van den Bree MBM, Linden DEJ, Owen MJ, Hall J, Lippé S, Dumas G, Draganski B, Gutman BA, Sønderby IE, Andreassen OA, Schultz LM, Almasy L, Glahn DC, Bearden CE, Thompson PM, Jacquemont S. Subcortical Brain Alterations in Carriers of Genomic Copy Number Variants. Am J Psychiatry 2023; 180:685-698. [PMID: 37434504 PMCID: PMC10885337 DOI: 10.1176/appi.ajp.20220304] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 07/13/2023]
Abstract
OBJECTIVE Copy number variants (CNVs) are well-known genetic pleiotropic risk factors for multiple neurodevelopmental and psychiatric disorders (NPDs), including autism (ASD) and schizophrenia. Little is known about how different CNVs conferring risk for the same condition may affect subcortical brain structures and how these alterations relate to the level of disease risk conferred by CNVs. To fill this gap, the authors investigated gross volume, vertex-level thickness, and surface maps of subcortical structures in 11 CNVs and six NPDs. METHODS Subcortical structures were characterized using harmonized ENIGMA protocols in 675 CNV carriers (CNVs at 1q21.1, TAR, 13q12.12, 15q11.2, 16p11.2, 16p13.11, and 22q11.2; age range, 6-80 years; 340 males) and 782 control subjects (age range, 6-80 years; 387 males) as well as ENIGMA summary statistics for ASD, schizophrenia, attention deficit hyperactivity disorder, obsessive-compulsive disorder, bipolar disorder, and major depression. RESULTS All CNVs showed alterations in at least one subcortical measure. Each structure was affected by at least two CNVs, and the hippocampus and amygdala were affected by five. Shape analyses detected subregional alterations that were averaged out in volume analyses. A common latent dimension was identified, characterized by opposing effects on the hippocampus/amygdala and putamen/pallidum, across CNVs and across NPDs. Effect sizes of CNVs on subcortical volume, thickness, and local surface area were correlated with their previously reported effect sizes on cognition and risk for ASD and schizophrenia. CONCLUSIONS The findings demonstrate that subcortical alterations associated with CNVs show varying levels of similarities with those associated with neuropsychiatric conditions, as well distinct effects, with some CNVs clustering with adult-onset conditions and others with ASD. These findings provide insight into the long-standing questions of why CNVs at different genomic loci increase the risk for the same NPD and why a single CNV increases the risk for a diverse set of NPDs.
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Affiliation(s)
- Kuldeep Kumar
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Claudia Modenato
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Clara Moreau
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Christopher R K Ching
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Annabelle Harvey
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Sandra Martin-Brevet
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Guillaume Huguet
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Martineau Jean-Louis
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Elise Douard
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Charles-Olivier Martin
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Nadine Younis
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Petra Tamer
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Anne M Maillard
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Borja Rodriguez-Herreros
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Aurélie Pain
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Leila Kushan
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Dmitry Isaev
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Kathryn Alpert
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Anjani Ragothaman
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Jessica A Turner
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Lei Wang
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Tiffany C Ho
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Lianne Schmaal
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Ana I Silva
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Marianne B M van den Bree
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - David E J Linden
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Michael J Owen
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Jeremy Hall
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Sarah Lippé
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Guillaume Dumas
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Bogdan Draganski
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Boris A Gutman
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Ida E Sønderby
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Ole A Andreassen
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Laura M Schultz
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Laura Almasy
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - David C Glahn
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Carrie E Bearden
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Paul M Thompson
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
| | - Sébastien Jacquemont
- Centre de Recherche du CHU Sainte-Justine, University of Montreal, Montreal (Kumar, Harvey, Huguet, Jean-Louis, Douard, Martin, Younis, Tamer, Dumas, Jacquemont); Mila-Quebec AI Institute, University of Montreal, Montreal (Dumas); Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences (Modenato, Martin-Brevet, Lippé, Draganski), and Service des Troubles du Spectre de l'Autisme et Apparentés (Maillard, Rodriguez-Herreros, Pain), Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland; Human Genetics and Cognitive Functions, Institut Pasteur, and Université de Paris, CNRS UMR 3571, Paris (Moreau); Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles (Kushan, Bearden); School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands (Silva, Linden); Centre for Neuropsychiatric Genetics and Genomics (Silva, van den Bree, Owen, Hall), Division of Psychological Medicine and Clinical Neurosciences, School of Medicine (van den Bree, Owen, Hall), and Neuroscience and Mental Health Innovation Institute (van den Bree, Linden, Hall), Cardiff University, Cardiff, U.K.; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany (Draganski); Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey (Ching, Moreau, Thompson); Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia (Schultz, Almasy); Lifespan Brain Institute, Children's Hospital of Philadelphia and Penn Medicine, Philadelphia (Schultz, Almasy); Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia (Almasy); Department of Psychiatry, Harvard Medical School, Boston, and Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston (Glahn); Department of Biomedical Engineering, Duke University, Durham, N.C. (Isaev); Department of Biomedical Engineering, Oregon Health and Science University, Portland (Ragothaman); Department of Psychology, Georgia State University, Atlanta (Turner); Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago (Alpert, Wang); Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus (Wang); Department of Psychiatry and Behavioral Sciences and Department of Psychology, Stanford University, Stanford (Ho); Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Australia, and Centre for Youth Mental Health, University of Melbourne, Melbourne (Schmaal); NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, and University of Oslo, Oslo (Sønderby, Andreassen); Department of Medical Genetics, Oslo University Hospital, Oslo (Sønderby); K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo (Sønderby, Andreassen); Department of Biomedical Engineering, Illinois Institute of Technology, Chicago (Gutman)
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14
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Wang H, Makowski C, Zhang Y, Qi A, Kaufmann T, Smeland OB, Fiecas M, Yang J, Visscher PM, Chen CH. Chromosomal inversion polymorphisms shape human brain morphology. Cell Rep 2023; 42:112896. [PMID: 37505983 PMCID: PMC10508191 DOI: 10.1016/j.celrep.2023.112896] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Revised: 06/27/2023] [Accepted: 07/13/2023] [Indexed: 07/30/2023] Open
Abstract
The impact of chromosomal inversions on human brain morphology remains underexplored. We studied 35 common inversions classified from genotypes of 33,018 adults with European ancestry. The inversions at 2p22.3, 16p11.2, and 17q21.31 reach genome-wide significance, followed by 8p23.1 and 6p21.33, in their association with cortical and subcortical morphology. The 17q21.31, 8p23.1, and 16p11.2 regions comprise the LRRC37, OR7E, and NPIP duplicated gene families. We find the 17q21.31 MAPT inversion region, known for harboring neurological risk, to be the most salient locus among common variants for shaping and patterning the cortex. Overall, we observe the inverted orientations decreasing brain size, with the exception that the 2p22.3 inversion is associated with increased subcortical volume and the 8p23.1 inversion is associated with increased motor cortex. These significant inversions are in the genomic hotspots of neuropsychiatric loci. Our findings are generalizable to 3,472 children and demonstrate inversions as essential genetic variation to understand human brain phenotypes.
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Affiliation(s)
- Hao Wang
- Center for Multimodal Imaging and Genetics, University of California San Diego, La Jolla, CA 92093, USA
| | - Carolina Makowski
- Center for Multimodal Imaging and Genetics, University of California San Diego, La Jolla, CA 92093, USA
| | - Yanxiao Zhang
- Ludwig Institute for Cancer Research, La Jolla, CA 92093, USA; School of Life Sciences, Westlake University, Hangzhou, Zhejiang 310024, China; Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, Zhejiang 310024, China
| | - Anna Qi
- Center for Multimodal Imaging and Genetics, University of California San Diego, La Jolla, CA 92093, USA
| | - Tobias Kaufmann
- Department of Psychiatry and Psychotherapy, Tübingen Center for Mental Health, University of Tübingen, 72076 Tübingen, Germany; Norwegian Centre for Mental Disorders Research, Oslo University Hospital and University of Oslo, 0450 Oslo, Norway
| | - Olav B Smeland
- Norwegian Centre for Mental Disorders Research, Oslo University Hospital and University of Oslo, 0450 Oslo, Norway
| | - Mark Fiecas
- Division of Biostatistics, University of Minnesota School of Public Health, Minneapolis, MN 55455, USA
| | - Jian Yang
- School of Life Sciences, Westlake University, Hangzhou, Zhejiang 310024, China; Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, Zhejiang 310024, China
| | - Peter M Visscher
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD 4072, Australia
| | - Chi-Hua Chen
- Center for Multimodal Imaging and Genetics, University of California San Diego, La Jolla, CA 92093, USA.
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15
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Hong Y, Yang Q, Song H, Ming GL. Opportunities and limitations for studying neuropsychiatric disorders using patient-derived induced pluripotent stem cells. Mol Psychiatry 2023; 28:1430-1439. [PMID: 36782062 PMCID: PMC10213114 DOI: 10.1038/s41380-023-01990-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/21/2022] [Revised: 01/27/2023] [Accepted: 01/31/2023] [Indexed: 02/15/2023]
Abstract
Neuropsychiatric disorders affect a large proportion of the global population and there is an urgent need to understand the pathogenesis and to develop novel and improved treatments of these devastating disorders. However, the diverse symptomatology combined with complex polygenic etiology, and the limited access to disorder-relevant cell types in human brains represent a major obstacle for mechanistic disease research. Conventional animal models, such as rodents, are limited by inherent species differences in brain development, architecture, and function. Advances in human induced pluripotent stem cells (hiPSCs) technologies have provided platforms for new discoveries in neuropsychiatric disorders. First, hiPSC-based disease models enable unprecedented investigation of psychiatric disorders at the molecular, cellular, and structural levels. Second, hiPSCs derived from patients with known genetics, symptoms, and drug response profiles offer an opportunity to recapitulate pathogenesis in relevant cell types and provide novel approaches for understanding disease mechanisms and for developing effective treatments. Third, genome-editing technologies have extended the potential of hiPSCs for generating models to elucidate the genetic basis of rare monogenetic and complex polygenic psychiatric disorders and to establish the causality between genotype and phenotype. Here we review opportunities and limitations for studying psychiatric disorders using various hiPSC-derived model systems.
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Affiliation(s)
- Yan Hong
- Department of Neuroscience and Mahoney Institute for Neurosciences, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Qian Yang
- Department of Neuroscience and Mahoney Institute for Neurosciences, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Hongjun Song
- Department of Neuroscience and Mahoney Institute for Neurosciences, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Cell and Developmental Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Regenerative Medicine, University of Pennsylvania, Philadelphia, PA, USA
- The Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Guo-Li Ming
- Department of Neuroscience and Mahoney Institute for Neurosciences, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- Department of Cell and Developmental Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- Institute for Regenerative Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
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16
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Kumar K, Modenato C, Moreau C, Ching CRK, Harvey A, Martin-Brevet S, Huguet G, Jean-Louis M, Douard E, Martin CO, Younis N, Tamer P, Maillard AM, Rodriguez-Herreros B, Pain A, Richetin S, Kushan L, Isaev D, Alpert K, Ragothaman A, Turner JA, Wang L, Ho TC, Schmaal L, Silva AI, van den Bree MBM, Linden DEJ, Owen MJ, Hall J, Lippé S, Dumas G, Draganski B, Gutman BA, Sønderby IE, Andreassen OA, Schultz L, Almasy L, Glahn DC, Bearden CE, Thompson PM, Jacquemont S. Subcortical brain alterations in carriers of genomic copy number variants. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.02.14.23285913. [PMID: 36865328 PMCID: PMC9980268 DOI: 10.1101/2023.02.14.23285913] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/24/2023]
Abstract
Objectives Copy number variants (CNVs) are well-known genetic pleiotropic risk factors for multiple neurodevelopmental and psychiatric disorders (NPDs) including autism (ASD) and schizophrenia (SZ). Overall, little is known about how different CNVs conferring risk for the same condition may affect subcortical brain structures and how these alterations relate to the level of disease risk conferred by CNVs. To fill this gap, we investigated gross volume, and vertex level thickness and surface maps of subcortical structures in 11 different CNVs and 6 different NPDs. Methods Subcortical structures were characterized using harmonized ENIGMA protocols in 675 CNV carriers (at the following loci: 1q21.1, TAR, 13q12.12, 15q11.2, 16p11.2, 16p13.11, and 22q11.2) and 782 controls (Male/Female: 727/730; age-range: 6-80 years) as well as ENIGMA summary-statistics for ASD, SZ, ADHD, Obsessive-Compulsive-Disorder, Bipolar-Disorder, and Major-Depression. Results Nine of the 11 CNVs affected volume of at least one subcortical structure. The hippocampus and amygdala were affected by five CNVs. Effect sizes of CNVs on subcortical volume, thickness and local surface area were correlated with their previously reported effect sizes on cognition and risk for ASD and SZ. Shape analyses were able to identify subregional alterations that were averaged out in volume analyses. We identified a common latent dimension - characterized by opposing effects on basal ganglia and limbic structures - across CNVs and across NPDs. Conclusion Our findings demonstrate that subcortical alterations associated with CNVs show varying levels of similarities with those associated with neuropsychiatric conditions. We also observed distinct effects with some CNVs clustering with adult conditions while others clustered with ASD. This large cross-CNV and NPDs analysis provide insight into the long-standing questions of why CNVs at different genomic loci increase the risk for the same NPD, as well as why a single CNV increases the risk for a diverse set of NPDs.
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Affiliation(s)
- Kuldeep Kumar
- Centre de recherche CHU Sainte-Justine and University of Montréal, Canada
| | - Claudia Modenato
- LREN - Department of clinical neurosciences, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Switzerland
| | - Clara Moreau
- Institut Pasteur, Université de Paris, CNRS UMR 3571, Human Genetics and Cognitive Functions, 25 rue du Dr. Roux, Paris, France
| | - Christopher R K Ching
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, California, USA
| | - Annabelle Harvey
- Centre de recherche CHU Sainte-Justine and University of Montréal, Canada
| | - Sandra Martin-Brevet
- LREN - Department of clinical neurosciences, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Switzerland
| | - Guillaume Huguet
- Centre de recherche CHU Sainte-Justine and University of Montréal, Canada
| | | | - Elise Douard
- Centre de recherche CHU Sainte-Justine and University of Montréal, Canada
| | | | - Nadine Younis
- Centre de recherche CHU Sainte-Justine and University of Montréal, Canada
| | - Petra Tamer
- Centre de recherche CHU Sainte-Justine and University of Montréal, Canada
| | - Anne M Maillard
- Service des Troubles du Spectre de l'Autisme et apparentés, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Switzerland
| | - Borja Rodriguez-Herreros
- Service des Troubles du Spectre de l'Autisme et apparentés, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Switzerland
| | - Aurélie Pain
- Service des Troubles du Spectre de l'Autisme et apparentés, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Switzerland
| | - Sonia Richetin
- Service des Troubles du Spectre de l'Autisme et apparentés, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Switzerland
| | - Leila Kushan
- Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles, USA
| | - Dmitry Isaev
- Department of Biomedical Engineering, Duke University, Durham, North Carolina, USA
| | - Kathryn Alpert
- Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Anjani Ragothaman
- Department of biomedical engineering, Oregon Health and Science university, Portland, Oregon, USA
| | - Jessica A Turner
- Psychology & Neuroscience, Georgia State University, Atlanta, Georgia, USA
| | - Lei Wang
- Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Department of Psychiatry and Behavioral Health, Ohio State University Wexner Medical Center, Columbus, Ohio, USA
| | - Tiffany C Ho
- Department of Psychiatry & Behavioral Sciences, Stanford University, Stanford, CA, USA
- Department of Psychology, Stanford University, Stanford, CA USA
| | - Lianne Schmaal
- Orygen, The National Centre of Excellence in Youth Mental Health, Parkville, Australia
- Centre for Youth Mental Health, The University of Melbourne, Melbourne, Australia
| | - Ana I Silva
- School for Mental Health and Neuroscience, Maastricht University, Netherlands
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
| | - Marianne B M van den Bree
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, United Kingdom
- Neuroscience and Mental Health Research Institute, Cardiff University, Cardiff, United Kingdom
| | - David E J Linden
- School for Mental Health and Neuroscience, Maastricht University, Netherlands
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
- Neuroscience and Mental Health Research Institute, Cardiff University, Cardiff, United Kingdom
| | - Michael J Owen
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, United Kingdom
| | - Jeremy Hall
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, United Kingdom
- Neuroscience and Mental Health Research Institute, Cardiff University, Cardiff, United Kingdom
| | - Sarah Lippé
- Centre de recherche CHU Sainte-Justine and University of Montréal, Canada
| | - Guillaume Dumas
- Centre de recherche CHU Sainte-Justine and University of Montréal, Canada
| | - Bogdan Draganski
- LREN - Department of clinical neurosciences, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Switzerland
- Neurology Department, Max-Planck-Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - Boris A Gutman
- Department of Biomedical Engineering, Illinois Institute of Technology, Chicago, Illinois, USA
| | - Ida E Sønderby
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital and University of Oslo, Oslo, Norway
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway
- KG Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo, Norway
| | - Ole A Andreassen
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital and University of Oslo, Oslo, Norway
- KG Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo, Norway
| | - Laura Schultz
- Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, PA, USA
- Lifespan Brain Institute of Children's Hospital of Philadelphia and Penn Medicine, PA, USA
| | - Laura Almasy
- Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, PA, USA
- Lifespan Brain Institute of Children's Hospital of Philadelphia and Penn Medicine, PA, USA
- Department of Genetics, University of Pennsylvania, PA, USA
| | - David C Glahn
- Harvard Medical School, Department of Psychiatry, 25 Shattuck St, Boston, MA 02115, USA
- Boston Children's Hospital, Tommy Fuss Center for Neuropsychiatric Disease Research, 300 Longwood Avenue, Boston, MA 02115, USA
| | - Carrie E Bearden
- Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles, USA
| | - Paul M Thompson
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, California, USA
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No signs of neurodegenerative effects in 15q11.2 BP1-BP2 copy number variant carriers in the UK Biobank. Transl Psychiatry 2023; 13:61. [PMID: 36807331 PMCID: PMC9938862 DOI: 10.1038/s41398-023-02358-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Revised: 01/30/2023] [Accepted: 02/06/2023] [Indexed: 02/19/2023] Open
Abstract
The 15q11.2 BP1-BP2 copy number variant (CNV) is associated with altered brain morphology and risk for atypical development, including increased risk for schizophrenia and learning difficulties for the deletion. However, it is still unclear whether differences in brain morphology are associated with neurodevelopmental or neurodegenerative processes. This study derived morphological brain MRI measures in 15q11.2 BP1-BP2 deletion (n = 124) and duplication carriers (n = 142), and matched deletion-controls (n = 496) and duplication-controls (n = 568) from the UK Biobank study to investigate the association with brain morphology and estimates of brain ageing. Further, we examined the ageing trajectory of age-affected measures (i.e., cortical thickness, surface area, subcortical volume, reaction time, hand grip strength, lung function, and blood pressure) in 15q11.2 BP1-BP2 CNV carriers compared to non-carriers. In this ageing population, the results from the machine learning models showed that the estimated brain age gaps did not differ between the 15q11.2 BP1-BP2 CNV carriers and non-carriers, despite deletion carriers displaying thicker cortex and lower subcortical volume compared to the deletion-controls and duplication carriers, and lower surface area compared to the deletion-controls. Likewise, the 15q11.2 BP1-BP2 CNV carriers did not deviate from the ageing trajectory on any of the age-affected measures examined compared to non-carriers. Despite altered brain morphology in 15q11.2 BP1-BP2 CNV carriers, the results did not show any clear signs of apparent altered ageing in brain structure, nor in motor, lung or heart function. The results do not indicate neurodegenerative effects in 15q11.2 BP1-BP2 CNV carriers.
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Abel T, Kim J, Vanrobaeys Y, Peterson Z, Kelvington B, Gaine M, Nickl-Jockschat T. Dissecting 16p11.2 hemi-deletion to study sex-specific striatal phenotypes of neurodevelopmental disorders. RESEARCH SQUARE 2023:rs.3.rs-2565823. [PMID: 36824977 PMCID: PMC9949238 DOI: 10.21203/rs.3.rs-2565823/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/19/2023]
Abstract
Neurodevelopmental disorders (NDDs) are polygenic in nature and copy number variants (CNVs) are ideal candidates to study the nature of this polygenic risk. The disruption of striatal circuits is considered a central mechanism in NDDs. The 16p11.2 hemi-deletion (16p11.2 del) is one of the most common CNVs associated with NDD, and 16p11.2 del/+ mice show sex-specific striatum-related behavioral phenotypes. However, the critical genes among the 27 genes in the 16p11.2 region that underlie these phenotypes remain unknown. Previously, we applied a novel strategy to identify candidate genes associated with the sex-specific phenotypes of 16p11.2 del/+ mice and identified 3 genes of particular importance within the deleted region: thousand and one amino acid protein kinase 2 (Taok2), seizure-related 6 homolog-like 2 (Sez6l2), and major vault protein (Mvp). Using the CRISPR/Cas9 technique, we generated 3 gene hemi-deletion (3g del/+) mice carrying null mutations in Taok2, Sez6l2, and Mvp. We assessed striatum-dependent phenotypes of these 3g del/+ mice in behavioral, molecular, and imaging studies. Hemi-deletion of Taok2, Sez6l2, and Mvp induces sex-specific behavioral alterations in striatum-dependent behavioral tasks, specifically male-specific hyperactivity and impaired motivation for reward seeking, resembling behavioral phenotypes of 16p11.2 del/+ mice. Moreover, RNAseq analysis revealed that 3g del/+ mice exhibit gene expression changes in the striatum similar to 16p11.2 del/+ mice, but only in males. Pathway analysis identified ribosomal dysfunction and translation dysregulation as molecular mechanisms underlying male-specific, striatum-dependent behavioral alterations. Together, the mutation of 3 genes within the 16p11.2 region phenocopies striatal sex-specific phenotypes of 16p11.2 del/+ mice, unlike single gene mutation studies. These results support the importance of a polygenic approach to study NDDs and our novel strategy to identify genes of interest using gene expression patterns in brain regions, such as the striatum, which are impacted in these disorders.
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Fetit R, Barbato MI, Theil T, Pratt T, Price DJ. 16p11.2 deletion accelerates subpallial maturation and increases variability in human iPSC-derived ventral telencephalic organoids. Development 2023; 150:dev201227. [PMID: 36826401 PMCID: PMC10110424 DOI: 10.1242/dev.201227] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Accepted: 01/19/2023] [Indexed: 02/25/2023]
Abstract
Inhibitory interneurons regulate cortical circuit activity, and their dysfunction has been implicated in autism spectrum disorder (ASD). 16p11.2 microdeletions are genetically linked to 1% of ASD cases. However, few studies investigate the effects of this microdeletion on interneuron development. Using ventral telencephalic organoids derived from human induced pluripotent stem cells, we have investigated the effect of this microdeletion on organoid size, progenitor proliferation and organisation into neural rosettes, ganglionic eminence marker expression at early developmental timepoints, and expression of the neuronal marker NEUN at later stages. At early stages, deletion organoids exhibited greater variations in size with concomitant increases in relative neural rosette area and the expression of the ventral telencephalic marker COUPTFII, with increased variability in these properties. Cell cycle analysis revealed an increase in total cell cycle length caused primarily by an elongated G1 phase, the duration of which also varied more than normal. At later stages, deletion organoids increased their NEUN expression. We propose that 16p11.2 microdeletions increase developmental variability and may contribute to ASD aetiology by lengthening the cell cycle of ventral progenitors, promoting premature differentiation into interneurons.
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Affiliation(s)
- Rana Fetit
- Simons Initiative for the Developing Brain, Hugh Robson Building, Edinburgh Medical School Biomedical Sciences, The University of Edinburgh, Edinburgh EH8 9XD, UK
- Centre for Discovery Brain Sciences, Hugh Robson Building, Edinburgh Medical School Biomedical Sciences, The University of Edinburgh, Edinburgh EH8 9XD, UK
| | - Michela Ilaria Barbato
- Simons Initiative for the Developing Brain, Hugh Robson Building, Edinburgh Medical School Biomedical Sciences, The University of Edinburgh, Edinburgh EH8 9XD, UK
- Centre for Discovery Brain Sciences, Hugh Robson Building, Edinburgh Medical School Biomedical Sciences, The University of Edinburgh, Edinburgh EH8 9XD, UK
| | - Thomas Theil
- Simons Initiative for the Developing Brain, Hugh Robson Building, Edinburgh Medical School Biomedical Sciences, The University of Edinburgh, Edinburgh EH8 9XD, UK
- Centre for Discovery Brain Sciences, Hugh Robson Building, Edinburgh Medical School Biomedical Sciences, The University of Edinburgh, Edinburgh EH8 9XD, UK
| | - Thomas Pratt
- Simons Initiative for the Developing Brain, Hugh Robson Building, Edinburgh Medical School Biomedical Sciences, The University of Edinburgh, Edinburgh EH8 9XD, UK
- Centre for Discovery Brain Sciences, Hugh Robson Building, Edinburgh Medical School Biomedical Sciences, The University of Edinburgh, Edinburgh EH8 9XD, UK
| | - David J. Price
- Simons Initiative for the Developing Brain, Hugh Robson Building, Edinburgh Medical School Biomedical Sciences, The University of Edinburgh, Edinburgh EH8 9XD, UK
- Centre for Discovery Brain Sciences, Hugh Robson Building, Edinburgh Medical School Biomedical Sciences, The University of Edinburgh, Edinburgh EH8 9XD, UK
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20
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Kim J, Vanrobaeys Y, Peterson Z, Kelvington B, Gaine ME, Nickl-Jockschat T, Abel T. Dissecting 16p11.2 hemi-deletion to study sex-specific striatal phenotypes of neurodevelopmental disorders. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.02.09.527866. [PMID: 36798381 PMCID: PMC9934710 DOI: 10.1101/2023.02.09.527866] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/12/2023]
Abstract
Neurodevelopmental disorders (NDDs) are polygenic in nature and copy number variants (CNVs) are ideal candidates to study the nature of this polygenic risk. The disruption of striatal circuits is considered a central mechanism in NDDs. The 16p11.2 hemi-deletion (16p11.2 del) is one of the most common CNVs associated with NDD, and 16p11.2 del/+ mice show sex-specific striatum-related behavioral phenotypes. However, the critical genes among the 27 genes in the 16p11.2 region that underlie these phenotypes remain unknown. Previously, we applied a novel strategy to identify candidate genes associated with the sex-specific phenotypes of 16p11.2 del/+ mice and identified 3 genes of particular importance within the deleted region: thousand and one amino acid protein kinase 2 ( Taok2 ), seizure-related 6 homolog-like 2 ( Sez6l2 ), and major vault protein ( Mvp ). Using the CRISPR/Cas9 technique, we generated 3 gene hemi-deletion (3g del/+) mice carrying null mutations in Taok2, Sez6l2 , and Mvp . We assessed striatum-dependent phenotypes of these 3g del/+ mice in behavioral, molecular, and imaging studies. Hemi-deletion of Taok2, Sez6l2 , and Mvp induces sex-specific behavioral alterations in striatum-dependent behavioral tasks, specifically male-specific hyperactivity and impaired motivation for reward seeking, resembling behavioral phenotypes of 16p11.2 del/+ mice. Moreover, RNAseq analysis revealed that 3g del/+ mice exhibit gene expression changes in the striatum similar to 16p11.2 del/+ mice, but only in males. Pathway analysis identified ribosomal dysfunction and translation dysregulation as molecular mechanisms underlying male-specific, striatum-dependent behavioral alterations. Together, the mutation of 3 genes within the 16p11.2 region phenocopies striatal sex-specific phenotypes of 16p11.2 del/+ mice, unlike single gene mutation studies. These results support the importance of a polygenic approach to study NDDs and our novel strategy to identify genes of interest using gene expression patterns in brain regions, such as the striatum, which are impacted in these disorders.
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21
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Wang Y, Zhou H, Fu F, Cheng K, Yu Q, Huang R, Lei T, Yang X, Li D, Liao C. Prenatal Diagnosis of Chromosome 16p11.2 Microdeletion. Genes (Basel) 2022; 13:genes13122315. [PMID: 36553582 PMCID: PMC9778018 DOI: 10.3390/genes13122315] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2022] [Revised: 11/27/2022] [Accepted: 12/06/2022] [Indexed: 12/13/2022] Open
Abstract
(1) Objective: To investigate the prenatal diagnosis and genetic counseling for 16p11.2 microdeletion syndrome and to evaluate its pregnancy outcome. (2) Methods: This study included 4968 pregnant women who selected invasive prenatal diagnoses from 1 January 2017 to 1 August 2022. These 4698 pregnancies underwent chromosomal microarray analysis (CMA), data on 81 fetuses diagnosed with 16p11.2 microdeletion syndrome based on prenatal ultrasound features and genetic test results were recorded, and their pregnancy outcome was evaluated. (3) Results: 1.63% of fetuses (81/4968) were diagnosed with 16p11.2 microdeletion syndrome. Among these, there were skeletal malformations in 48.15% of the 81 fetuses, cardiovascular malformations in 30.86%, central nervous system malformations (CNS) in 11.11%, digestive system structural abnormalities in 6.17%, and isolated ultrasonography markers in 3.70%. (4) Conclusions: 16p11.2 microdeletion syndrome can display various systemic ultrasound abnormalities in the perinatal period but vertebral malformations are the most common. Our study is the first to report that TBX1 and CJA5 are associated with 16p11.2 microdeletion syndrome, expanding the disease spectrum of 16p11.2 microdeletion syndrome. In our study, the ventricular septal defect is the main feature of cardiac structural abnormalities caused by 16p11.2 microdeletion syndrome. In addition, our study highlights the use of CMA in 16p11.2 microdeletion syndrome, analyzed their genetic results, and evaluated the follow-up prognosis, which can be useful for prenatal diagnosis and genetic counseling.
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Affiliation(s)
- You Wang
- The First School of Clinical Medicine, Southern Medical University, Guangzhou 510515, China
- Department of Prenatal Diagnostic Center, Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, Guangzhou 510620, China
| | - Hang Zhou
- The First School of Clinical Medicine, Southern Medical University, Guangzhou 510515, China
| | - Fang Fu
- The First School of Clinical Medicine, Southern Medical University, Guangzhou 510515, China
| | - Ken Cheng
- The First School of Clinical Medicine, Southern Medical University, Guangzhou 510515, China
- School of Medicine, South China University of Technology, Guangzhou 510641, China
| | - Qiuxia Yu
- The First School of Clinical Medicine, Southern Medical University, Guangzhou 510515, China
| | - Ruibin Huang
- The First School of Clinical Medicine, Southern Medical University, Guangzhou 510515, China
| | - Tingying Lei
- The First School of Clinical Medicine, Southern Medical University, Guangzhou 510515, China
| | - Xin Yang
- The First School of Clinical Medicine, Southern Medical University, Guangzhou 510515, China
| | - Dongzhi Li
- The First School of Clinical Medicine, Southern Medical University, Guangzhou 510515, China
| | - Can Liao
- The First School of Clinical Medicine, Southern Medical University, Guangzhou 510515, China
- Correspondence: ; Tel.: +86-(020)-38076346
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22
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Pergola G, Penzel N, Sportelli L, Bertolino A. Lessons Learned From Parsing Genetic Risk for Schizophrenia Into Biological Pathways. Biol Psychiatry 2022:S0006-3223(22)01701-2. [PMID: 36740470 DOI: 10.1016/j.biopsych.2022.10.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/16/2022] [Revised: 09/10/2022] [Accepted: 10/06/2022] [Indexed: 02/07/2023]
Abstract
The clinically heterogeneous presentation of schizophrenia is compounded by the heterogeneity of risk factors and neurobiological correlates of the disorder. Genome-wide association studies in schizophrenia have uncovered a remarkably high number of genetic variants, but the biological pathways they impact upon remain largely unidentified. Among the diverse methodological approaches employed to provide a more granular understanding of genetic risk for schizophrenia, the use of biological labels, such as gene ontologies, regulome approaches, and gene coexpression have all provided novel perspectives into how genetic risk translates into the neurobiology of schizophrenia. Here, we review the salient aspects of parsing polygenic risk for schizophrenia into biological pathways. We argue that parsed scores, compared to standard polygenic risk scores, may afford a more biologically plausible and accurate physiological modeling of the different dimensions involved in translating genetic risk into brain mechanisms, including multiple brain regions, cell types, and maturation stages. We discuss caveats, opportunities, and pitfalls inherent in the parsed risk approach.
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Affiliation(s)
- Giulio Pergola
- Department of Translational Biomedicine and Neuroscience, University of Bari Aldo Moro, Bari, Italy.
| | - Nora Penzel
- Department of Translational Biomedicine and Neuroscience, University of Bari Aldo Moro, Bari, Italy
| | - Leonardo Sportelli
- Department of Translational Biomedicine and Neuroscience, University of Bari Aldo Moro, Bari, Italy
| | - Alessandro Bertolino
- Department of Translational Biomedicine and Neuroscience, University of Bari Aldo Moro, Bari, Italy
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23
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Silva AI, Ehrhart F, Ulfarsson MO, Stefansson H, Stefansson K, Wilkinson LS, Hall J, Linden DEJ. Neuroimaging Findings in Neurodevelopmental Copy Number Variants: Identifying Molecular Pathways to Convergent Phenotypes. Biol Psychiatry 2022; 92:341-361. [PMID: 35659384 DOI: 10.1016/j.biopsych.2022.03.018] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Revised: 03/22/2022] [Accepted: 03/25/2022] [Indexed: 12/15/2022]
Abstract
Genomic copy number variants (CNVs) are associated with a high risk of neurodevelopmental disorders. A growing body of genetic studies suggests that these high-risk genetic variants converge in common molecular pathways and that common pathways also exist across clinically distinct disorders, such as schizophrenia and autism spectrum disorder. A key question is how common molecular mechanisms converge into similar clinical outcomes. We review emerging evidence for convergent cognitive and brain phenotypes across distinct CNVs. Multiple CNVs were shown to have similar effects on core sensory, cognitive, and motor traits. Emerging data from multisite neuroimaging studies have provided valuable information on how these CNVs affect brain structure and function. However, most of these studies examined one CNV at a time, making it difficult to fully understand the proportion of shared brain effects. Recent studies have started to combine neuroimaging data from multiple CNV carriers and identified similar brain effects across CNVs. Some early findings also support convergence in CNV animal models. Systems biology, through integration of multilevel data, provides new insights into convergent molecular mechanisms across genetic risk variants (e.g., altered synaptic activity). However, the link between such key molecular mechanisms and convergent psychiatric phenotypes is still unknown. To better understand this link, we need new approaches that integrate human molecular data with neuroimaging, cognitive, and animal model data, while taking into account critical developmental time points. Identifying risk mechanisms across genetic loci can elucidate the pathophysiology of neurodevelopmental disorders and identify new therapeutic targets for cross-disorder applications.
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Affiliation(s)
- Ana I Silva
- Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, The Netherlands; Neuroscience and Mental Health Research Institute, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom.
| | - Friederike Ehrhart
- Department of Bioinformatics, NUTRIM School of Nutrition and Translational Research in Metabolism, Maastricht University, Maastricht, The Netherlands
| | - Magnus O Ulfarsson
- deCODE genetics, Amgen, Reykjavik, Iceland; Faculty of Electrical and Computer Engineering, University of Iceland, Reykjavik, Iceland
| | | | | | - Lawrence S Wilkinson
- Neuroscience and Mental Health Research Institute, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom; School of Psychology, Cardiff University, Cardiff, United Kingdom
| | - Jeremy Hall
- Neuroscience and Mental Health Research Institute, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
| | - David E J Linden
- Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, The Netherlands; Neuroscience and Mental Health Research Institute, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom.
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24
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Birnbaum R, Mahjani B, Loos RJF, Sharp AJ. Clinical Characterization of Copy Number Variants Associated With Neurodevelopmental Disorders in a Large-scale Multiancestry Biobank. JAMA Psychiatry 2022; 79:250-259. [PMID: 35080590 PMCID: PMC8792794 DOI: 10.1001/jamapsychiatry.2021.4080] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/19/2021] [Accepted: 11/30/2021] [Indexed: 01/28/2023]
Abstract
IMPORTANCE Past studies identified rare copy number variants (CNVs) as risk factors for neurodevelopmental disorders (NDDs), including autism spectrum disorder and schizophrenia. However, the clinical characterization of NDD CNVs is understudied in population cohorts unselected for neuropsychiatric disorders and in cohorts of diverse ancestry. OBJECTIVE To identify individuals harboring NDD CNVs in a multiancestry biobank and to query their enrichment for select neuropsychiatric disorders as well as association with multiple medical disorders. DESIGN, SETTINGS, AND PARTICIPANTS In a series of phenotypic enrichment and association analyses, NDD CNVs were clinically characterized among 24 877 participants in the BioMe biobank, an electronic health record-linked biobank derived from the Mount Sinai Health System, New York, New York. Participants were recruited into the biobank since September 2007 across diverse ancestry and medical and neuropsychiatric specialties. For the current analyses, electronic health record data were analyzed from May 2004 through May 2019. MAIN OUTCOMES AND MEASURES NDD CNVs were identified using a consensus of 2 CNV calling algorithms, based on whole-exome sequencing and genotype array data, followed by novel in-silico clinical assessments. RESULTS Of 24 877 participants, 14 586 (58.7%) were female; self-reported ancestry categories included 5965 (24.0%) who were of African ancestry, 7892 (31.7%) who were of European ancestry, and 8536 (34.3%) who were of Hispanic ancestry; and the mean (SD) age was 50.5 (17.3) years. Among 24 877 individuals, the prevalence of 64 NDD CNVs was 2.5% (n = 627), with prevalence varying by locus, corroborating the presence of some relatively highly prevalent NDD CNVs (eg, 15q11.2 deletion/duplication). An aggregate set of NDD CNVs were enriched for congenital disorders (odds ratio, 2.0; 95% CI, 1.1-3.5; P = .01) and major depressive disorder (odds ratio, 1.5; 95% CI, 1.1-2.0; P = .01). In a meta-analysis of medical diagnoses (n = 195 hierarchically clustered diagnostic codes), NDD CNVs were significantly associated with several medical outcomes, including essential hypertension (z score = 3.6; P = 2.8 × 10-4), kidney failure (z score = 3.3; P = 1.1 × 10-3), and obstructive sleep apnea (z score = 3.4; P = 8.1 × 10-4) and, in another analysis, morbid obesity (z score = 3.8; P = 1.3 × 10-4). Further, NDD CNVs were associated with increased body mass index in a multiancestry analysis (β = 0.19; 95% CI, 0.10-0.31; P = .003). For 36 common serum tests, there was no association with NDD CNVs. CONCLUSIONS AND RELEVANCE Clinical features of individuals harboring NDD CNVs were elucidated in a large-scale, multiancestry biobank, identifying enrichments for congenital disorders and major depressive disorder as well as associations with several medical outcomes, including hypertension, kidney failure, and obesity and obesity-related phenotypes, specifically obstructive sleep apnea and increased body mass index. The association between NDD CNVs and obesity outcomes indicate further potential pleiotropy of NDD CNVs beyond neurodevelopmental outcomes previously reported. Future clinical genetic investigations may lead to insights of at-risk individuals and therapeutic strategies targeting specific genetic variants. The importance of diverse inclusion within biobanks and considering the effect of rare genetic variants in a multiancestry context is evident.
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Affiliation(s)
- Rebecca Birnbaum
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, New York
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Behrang Mahjani
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, New York
- Seaver Autism Center for Research and Treatment, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Ruth J. F. Loos
- Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York
- NovoNordisk Foundation Center for Basic Metabolic Research, University of Copenhagen, Copenhagen, Denmark
| | - Andrew J. Sharp
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York
- The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, New York
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25
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Sønderby IE, Ching CRK, Thomopoulos SI, van der Meer D, Sun D, Villalon‐Reina JE, Agartz I, Amunts K, Arango C, Armstrong NJ, Ayesa‐Arriola R, Bakker G, Bassett AS, Boomsma DI, Bülow R, Butcher NJ, Calhoun VD, Caspers S, Chow EWC, Cichon S, Ciufolini S, Craig MC, Crespo‐Facorro B, Cunningham AC, Dale AM, Dazzan P, de Zubicaray GI, Djurovic S, Doherty JL, Donohoe G, Draganski B, Durdle CA, Ehrlich S, Emanuel BS, Espeseth T, Fisher SE, Ge T, Glahn DC, Grabe HJ, Gur RE, Gutman BA, Haavik J, Håberg AK, Hansen LA, Hashimoto R, Hibar DP, Holmes AJ, Hottenga J, Hulshoff Pol HE, Jalbrzikowski M, Knowles EEM, Kushan L, Linden DEJ, Liu J, Lundervold AJ, Martin‐Brevet S, Martínez K, Mather KA, Mathias SR, McDonald‐McGinn DM, McRae AF, Medland SE, Moberget T, Modenato C, Monereo Sánchez J, Moreau CA, Mühleisen TW, Paus T, Pausova Z, Prieto C, Ragothaman A, Reinbold CS, Reis Marques T, Repetto GM, Reymond A, Roalf DR, Rodriguez‐Herreros B, Rucker JJ, Sachdev PS, Schmitt JE, Schofield PR, Silva AI, Stefansson H, Stein DJ, Tamnes CK, Tordesillas‐Gutiérrez D, Ulfarsson MO, Vajdi A, van 't Ent D, van den Bree MBM, Vassos E, Vázquez‐Bourgon J, Vila‐Rodriguez F, Walters GB, Wen W, Westlye LT, Wittfeld K, Zackai EH, Stefánsson K, Jacquemont S, et alSønderby IE, Ching CRK, Thomopoulos SI, van der Meer D, Sun D, Villalon‐Reina JE, Agartz I, Amunts K, Arango C, Armstrong NJ, Ayesa‐Arriola R, Bakker G, Bassett AS, Boomsma DI, Bülow R, Butcher NJ, Calhoun VD, Caspers S, Chow EWC, Cichon S, Ciufolini S, Craig MC, Crespo‐Facorro B, Cunningham AC, Dale AM, Dazzan P, de Zubicaray GI, Djurovic S, Doherty JL, Donohoe G, Draganski B, Durdle CA, Ehrlich S, Emanuel BS, Espeseth T, Fisher SE, Ge T, Glahn DC, Grabe HJ, Gur RE, Gutman BA, Haavik J, Håberg AK, Hansen LA, Hashimoto R, Hibar DP, Holmes AJ, Hottenga J, Hulshoff Pol HE, Jalbrzikowski M, Knowles EEM, Kushan L, Linden DEJ, Liu J, Lundervold AJ, Martin‐Brevet S, Martínez K, Mather KA, Mathias SR, McDonald‐McGinn DM, McRae AF, Medland SE, Moberget T, Modenato C, Monereo Sánchez J, Moreau CA, Mühleisen TW, Paus T, Pausova Z, Prieto C, Ragothaman A, Reinbold CS, Reis Marques T, Repetto GM, Reymond A, Roalf DR, Rodriguez‐Herreros B, Rucker JJ, Sachdev PS, Schmitt JE, Schofield PR, Silva AI, Stefansson H, Stein DJ, Tamnes CK, Tordesillas‐Gutiérrez D, Ulfarsson MO, Vajdi A, van 't Ent D, van den Bree MBM, Vassos E, Vázquez‐Bourgon J, Vila‐Rodriguez F, Walters GB, Wen W, Westlye LT, Wittfeld K, Zackai EH, Stefánsson K, Jacquemont S, Thompson PM, Bearden CE, Andreassen OA. Effects of copy number variations on brain structure and risk for psychiatric illness: Large-scale studies from the ENIGMA working groups on CNVs. Hum Brain Mapp 2022; 43:300-328. [PMID: 33615640 PMCID: PMC8675420 DOI: 10.1002/hbm.25354] [Show More Authors] [Citation(s) in RCA: 43] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2020] [Revised: 01/07/2021] [Accepted: 01/13/2021] [Indexed: 01/21/2023] Open
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.
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Affiliation(s)
- Ida E. Sønderby
- Department of Medical GeneticsOslo University HospitalOsloNorway
- Norwegian Centre for Mental Disorders Research (NORMENT), Division of Mental Health and AddictionOslo University Hospital and University of OsloOsloNorway
- KG Jebsen Centre for Neurodevelopmental DisordersUniversity of OsloOsloNorway
| | - Christopher R. K. Ching
- Imaging Genetics CenterMark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern CaliforniaMarina del ReyCaliforniaUSA
| | - Sophia I. Thomopoulos
- Imaging Genetics CenterMark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern CaliforniaMarina del ReyCaliforniaUSA
| | - Dennis van der Meer
- Norwegian Centre for Mental Disorders Research (NORMENT), Division of Mental Health and AddictionOslo University Hospital and University of OsloOsloNorway
- School of Mental Health and Neuroscience, Faculty of Health, Medicine and Life SciencesMaastricht UniversityMaastrichtThe Netherlands
| | - Daqiang Sun
- Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and PsychologyUniversity of California Los AngelesLos AngelesCaliforniaUSA
- Department of Mental HealthVeterans Affairs Greater Los Angeles Healthcare System, Los AngelesCaliforniaUSA
| | - Julio E. Villalon‐Reina
- Imaging Genetics CenterMark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern CaliforniaMarina del ReyCaliforniaUSA
| | - Ingrid Agartz
- NORMENT, Institute of Clinical PsychiatryUniversity of OsloOsloNorway
- Department of Psychiatric ResearchDiakonhjemmet HospitalOsloNorway
- Department of Clinical NeuroscienceKarolinska InstitutetStockholmSweden
| | - Katrin Amunts
- Institute of Neuroscience and Medicine (INM‐1)Research Centre JülichJülichGermany
- Cecile and Oskar Vogt Institute for Brain Research, Medical FacultyUniversity Hospital Düsseldorf, Heinrich‐Heine‐University DüsseldorfDüsseldorfGermany
| | - Celso Arango
- Department of Child and Adolescent PsychiatryInstitute of Psychiatry and Mental Health, Hospital General Universitario Gregorio Marañon, IsSGM, Universidad Complutense, School of MedicineMadridSpain
- Centro Investigación Biomédica en Red de Salud Mental (CIBERSAM)MadridSpain
| | | | - Rosa Ayesa‐Arriola
- Centro Investigación Biomédica en Red de Salud Mental (CIBERSAM)MadridSpain
- Department of PsychiatryMarqués de Valdecilla University Hospital, Valdecilla Biomedical Research Institute (IDIVAL)SantanderSpain
| | - Geor Bakker
- Department of Psychiatry and NeuropsychologyMaastricht UniversityMaastrichtThe Netherlands
- Department of Radiology and Nuclear MedicineVU University Medical CenterAmsterdamThe Netherlands
| | - Anne S. Bassett
- Clinical Genetics Research ProgramCentre for Addiction and Mental HealthTorontoOntarioCanada
- Dalglish Family 22q Clinic for Adults with 22q11.2 Deletion Syndrome, Toronto General HospitalUniversity Health NetworkTorontoOntarioCanada
- Department of PsychiatryUniversity of TorontoTorontoOntarioCanada
| | - Dorret I. Boomsma
- Department of Biological PsychologyVrije Universiteit AmsterdamAmsterdamThe Netherlands
- Amsterdam Public Health (APH) Research InstituteAmsterdam UMCAmsterdamThe Netherlands
| | - Robin Bülow
- Institute of Diagnostic Radiology and NeuroradiologyUniversity Medicine GreifswaldGreifswaldGermany
| | - Nancy J. Butcher
- Department of PsychiatryUniversity of TorontoTorontoOntarioCanada
- Child Health Evaluative SciencesThe Hospital for Sick Children Research InstituteTorontoOntarioCanada
| | - Vince D. Calhoun
- Tri‐institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS)Georgia State, Georgia Tech, EmoryAtlantaGeorgiaUSA
| | - Svenja Caspers
- Institute of Neuroscience and Medicine (INM‐1)Research Centre JülichJülichGermany
- Institute for Anatomy IMedical Faculty & University Hospital Düsseldorf, University of DüsseldorfDüsseldorfGermany
| | - Eva W. C. Chow
- Clinical Genetics Research ProgramCentre for Addiction and Mental HealthTorontoOntarioCanada
- Department of PsychiatryUniversity of TorontoTorontoOntarioCanada
| | - Sven Cichon
- Institute of Neuroscience and Medicine (INM‐1)Research Centre JülichJülichGermany
- Institute of Medical Genetics and PathologyUniversity Hospital BaselBaselSwitzerland
- Department of BiomedicineUniversity of BaselBaselSwitzerland
| | - Simone Ciufolini
- Department of Psychosis StudiesInstitute of Psychiatry, Psychology and Neuroscience, King's College LondonLondonUnited Kingdom
| | - Michael C. Craig
- Department of Forensic and Neurodevelopmental SciencesThe Sackler Institute for Translational Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's CollegeLondonUnited Kingdom
| | | | - Adam C. Cunningham
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical NeurosciencesCardiff UniversityCardiffUnited Kingdom
| | - Anders M. Dale
- Center for Multimodal Imaging and GeneticsUniversity of California San DiegoLa JollaCaliforniaUSA
- Department RadiologyUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Paola Dazzan
- Department of Psychological MedicineInstitute of Psychiatry, Psychology and Neuroscience, King's College LondonLondonUnited Kingdom
| | - Greig I. de Zubicaray
- Faculty of HealthQueensland University of Technology (QUT)BrisbaneQueenslandAustralia
| | - Srdjan Djurovic
- Department of Medical GeneticsOslo University HospitalOsloNorway
- NORMENT, Department of Clinical ScienceUniversity of BergenBergenNorway
| | - Joanne L. Doherty
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical NeurosciencesCardiff UniversityCardiffUnited Kingdom
- Cardiff University Brain Research Imaging Centre (CUBRIC)CardiffUnited Kingdom
| | - Gary Donohoe
- Center for Neuroimaging, Genetics and GenomicsSchool of Psychology, NUI GalwayGalwayIreland
| | - Bogdan Draganski
- LREN, Centre for Research in Neuroscience, Department of NeuroscienceUniversity Hospital Lausanne and University LausanneLausanneSwitzerland
- Neurology DepartmentMax‐Planck Institute for Human Brain and Cognitive SciencesLeipzigGermany
| | - Courtney A. Durdle
- MIND Institute and Department of Psychiatry and Behavioral SciencesUniversity of California DavisDavisCaliforniaUSA
| | - Stefan Ehrlich
- Division of Psychological and Social Medicine and Developmental NeurosciencesFaculty of Medicine, TU DresdenDresdenGermany
| | - Beverly S. Emanuel
- Department of PediatricsPerelman School of Medicine at the University of PennsylvaniaPhiladelphiaPennsylvaniaUSA
| | - Thomas Espeseth
- Department of PsychologyUniversity of OsloOsloNorway
- Department of PsychologyBjørknes CollegeOsloNorway
| | - Simon E. Fisher
- Language and Genetics DepartmentMax Planck Institute for PsycholinguisticsNijmegenThe Netherlands
- Donders Institute for Brain, Cognition and BehaviourRadboud UniversityNijmegenThe Netherlands
| | - Tian Ge
- Psychiatric and Neurodevelopmental Genetics UnitCenter for Genomic Medicine, Massachusetts General HospitalBostonMassachusettsUSA
- Department of Psychiatry, Massachusetts General HospitalHarvard Medical SchoolBostonMassachusettsUSA
| | - David C. Glahn
- Tommy Fuss Center for Neuropsychiatric Disease ResearchBoston Children's HospitalBostonMassachusettsUSA
- Department of PsychiatryHarvard Medical SchoolBostonMassachusettsUSA
| | - Hans J. Grabe
- German Center for Neurodegenerative Diseases (DZNE)Site Rostock/GreifswaldGreifswaldGermany
- Department of Psychiatry and PsychotherapyUniversity Medicine GreifswaldGreifswaldGermany
| | - Raquel E. Gur
- Department of PsychiatryUniversity of PennsylvaniaPhiladelphiaPennsylvaniaUSA
- Youth Suicide Prevention, Intervention and Research CenterChildren's Hospital of PhiladelphiaPhiladelphiaPennsylvaniaUSA
| | - Boris A. Gutman
- Medical Imaging Research Center, Department of Biomedical EngineeringIllinois Institute of TechnologyChicagoIllinoisUSA
| | - Jan Haavik
- Department of BiomedicineUniversity of BergenBergenNorway
- Division of PsychiatryHaukeland University HospitalBergenNorway
| | - Asta K. Håberg
- Department of Neuromedicine and Movement Science, Faculty of Medicine and Health SciencesNorwegian University of Science and TechnologyTrondheimNorway
- Department of Radiology and Nuclear MedicineSt. Olavs HospitalTrondheimNorway
| | - Laura A. Hansen
- Department of Psychiatry and Biobehavioral SciencesUniversity of California Los AngelesLos AngelesCaliforniaUSA
| | - Ryota Hashimoto
- Department of Pathology of Mental DiseasesNational Institute of Mental Health, National Center of Neurology and PsychiatryTokyoJapan
- Department of PsychiatryOsaka University Graduate School of MedicineOsakaJapan
| | - Derrek P. Hibar
- Personalized Healthcare AnalyticsGenentech, Inc.South San FranciscoCaliforniaUSA
| | - Avram J. Holmes
- Department of PsychologyYale UniversityNew HavenConnecticutUSA
- Department of PsychiatryYale UniversityNew HavenConnecticutUSA
| | - Jouke‐Jan Hottenga
- Department of Biological PsychologyVrije Universiteit AmsterdamAmsterdamThe Netherlands
| | - Hilleke E. Hulshoff Pol
- Department of Psychiatry, UMC Utrecht Brain Center, University Medical Center UtrechtUtrecht UniversityUtrechtThe Netherlands
| | | | - Emma E. M. Knowles
- Department of Psychiatry, Massachusetts General HospitalHarvard Medical SchoolBostonMassachusettsUSA
- Department of PsychiatryBoston Children's HospitalBostonMassachusettsUSA
| | - Leila Kushan
- Semel Institute for Neuroscience and Human BehaviorUniversity of California Los AngelesLos AngelesCaliforniaUSA
| | - David E. J. Linden
- School for Mental Health and NeuroscienceMaastricht UniversityMaastrichtThe Netherlands
- Neuroscience and Mental Health Research InstituteCardiff UniversityCardiffUnited Kingdom
| | - Jingyu Liu
- Tri‐institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS)Georgia State, Georgia Tech, EmoryAtlantaGeorgiaUSA
- Computer ScienceGeorgia State UniversityAtlantaGeorgiaUSA
| | - Astri J. Lundervold
- Department of Biological and Medical PsychologyUniversity of BergenBergenNorway
| | - Sandra Martin‐Brevet
- LREN, Centre for Research in Neuroscience, Department of NeuroscienceUniversity Hospital Lausanne and University LausanneLausanneSwitzerland
| | - Kenia Martínez
- Department of Child and Adolescent PsychiatryInstitute of Psychiatry and Mental Health, Hospital General Universitario Gregorio Marañon, IsSGM, Universidad Complutense, School of MedicineMadridSpain
- Centro Investigación Biomédica en Red de Salud Mental (CIBERSAM)MadridSpain
- Facultad de PsicologíaUniversidad Autónoma de MadridMadridSpain
| | - Karen A. Mather
- Centre for Healthy Brain Ageing (CHeBA), School of Psychiatry, Faculty of MedicineUniversity of New South WalesSydneyNew South WalesAustralia
- Neuroscience Research AustraliaSydneyNew South WalesAustralia
| | - Samuel R. Mathias
- Department of PsychiatryHarvard Medical SchoolBostonMassachusettsUSA
- Department of PsychiatryBoston Children's HospitalBostonMassachusettsUSA
| | - Donna M. McDonald‐McGinn
- Department of PediatricsPerelman School of Medicine at the University of PennsylvaniaPhiladelphiaPennsylvaniaUSA
- Division of Human GeneticsChildren's Hospital of PhiladelphiaPhiladelphiaPennsylvaniaUSA
- Division of Human Genetics and 22q and You CenterChildren's Hospital of PhiladelphiaPhiladelphiaPennsylvaniaUSA
| | - Allan F. McRae
- Institute for Molecular BioscienceThe University of QueenslandBrisbaneQueenslandAustralia
| | - Sarah E. Medland
- Psychiatric GeneticsQIMR Berghofer Medical Research InstituteBrisbaneQueenslandAustralia
| | - Torgeir Moberget
- Department of Psychology, Faculty of Social SciencesUniversity of OsloOsloNorway
| | - Claudia Modenato
- LREN, Centre for Research in Neuroscience, Department of NeuroscienceUniversity Hospital Lausanne and University LausanneLausanneSwitzerland
- University of LausanneLausanneSwitzerland
| | - Jennifer Monereo Sánchez
- School for Mental Health and NeuroscienceMaastricht UniversityMaastrichtThe Netherlands
- Faculty of Health, Medicine and Life SciencesMaastricht UniversityMaastrichtThe Netherlands
- Department of Radiology and Nuclear MedicineMaastricht University Medical CenterMaastrichtThe Netherlands
| | - Clara A. Moreau
- Sainte Justine Hospital Research CenterUniversity of Montreal, MontrealQCCanada
| | - Thomas W. Mühleisen
- Institute of Neuroscience and Medicine (INM‐1)Research Centre JülichJülichGermany
- Cecile and Oskar Vogt Institute for Brain Research, Medical FacultyUniversity Hospital Düsseldorf, Heinrich‐Heine‐University DüsseldorfDüsseldorfGermany
- Department of BiomedicineUniversity of BaselBaselSwitzerland
| | - Tomas Paus
- Bloorview Research InstituteHolland Bloorview Kids Rehabilitation HospitalTorontoOntarioCanada
- Departments of Psychology and PsychiatryUniversity of TorontoTorontoOntarioCanada
| | - Zdenka Pausova
- Translational Medicine, The Hospital for Sick ChildrenTorontoOntarioCanada
| | - Carlos Prieto
- Bioinformatics Service, NucleusUniversity of SalamancaSalamancaSpain
| | | | - Céline S. Reinbold
- Department of BiomedicineUniversity of BaselBaselSwitzerland
- Centre for Lifespan Changes in Brain and Cognition, Department of PsychologyUniversity of OsloOsloNorway
| | - Tiago Reis Marques
- Department of Psychosis StudiesInstitute of Psychiatry, Psychology and Neuroscience, King's College LondonLondonUnited Kingdom
- Psychiatric Imaging Group, MRC London Institute of Medical Sciences (LMS), Hammersmith HospitalImperial College LondonLondonUnited Kingdom
| | - Gabriela M. Repetto
- Center for Genetics and GenomicsFacultad de Medicina, Clinica Alemana Universidad del DesarrolloSantiagoChile
| | - Alexandre Reymond
- Center for Integrative GenomicsUniversity of LausanneLausanneSwitzerland
| | - David R. Roalf
- Department of PsychiatryUniversity of PennsylvaniaPhiladelphiaPennsylvaniaUSA
| | | | - James J. Rucker
- Department of Psychological MedicineInstitute of Psychiatry, Psychology and Neuroscience, King's College LondonLondonUnited Kingdom
| | - Perminder S. Sachdev
- Centre for Healthy Brain Ageing (CHeBA), School of Psychiatry, Faculty of MedicineUniversity of New South WalesSydneyNew South WalesAustralia
- Neuropsychiatric InstituteThe Prince of Wales HospitalSydneyNew South WalesAustralia
| | - James E. Schmitt
- Department of Radiology and PsychiatryUniversity of PennsylvaniaPhiladelphiaPennsylvaniaUSA
| | - Peter R. Schofield
- Neuroscience Research AustraliaSydneyNew South WalesAustralia
- School of Medical SciencesUNSW SydneySydneyNew South WalesAustralia
| | - Ana I. Silva
- Neuroscience and Mental Health Research InstituteCardiff UniversityCardiffUnited Kingdom
- School for Mental Health and Neuroscience, Department of Psychiatry and Neuropsychology, Faculty of Health, Medicine and Life SciencesMaastricht UniversityMaastrichtThe Netherlands
| | | | - Dan J. Stein
- SA MRC Unit on Risk & Resilience in Mental Disorders, Department of Psychiatry and Neuroscience InstituteUniversity of Cape TownCape TownSouth Africa
| | - Christian K. Tamnes
- Norwegian Centre for Mental Disorders Research (NORMENT), Division of Mental Health and AddictionOslo University Hospital and University of OsloOsloNorway
- Department of Psychiatric ResearchDiakonhjemmet HospitalOsloNorway
- PROMENTA Research Center, Department of PsychologyUniversity of OsloOsloNorway
| | - Diana Tordesillas‐Gutiérrez
- Centro Investigación Biomédica en Red de Salud Mental (CIBERSAM)MadridSpain
- Neuroimaging Unit, Technological FacilitiesValdecilla Biomedical Research Institute (IDIVAL), SantanderSpain
| | - Magnus O. Ulfarsson
- Population Genomics, deCODE genetics/AmgenReykjavikIceland
- Faculty of Electrical and Computer EngineeringUniversity of Iceland, ReykjavikIceland
| | - Ariana Vajdi
- Semel Institute for Neuroscience and Human BehaviorUniversity of California Los AngelesLos AngelesCaliforniaUSA
| | - Dennis van 't Ent
- Department of Biological PsychologyVrije Universiteit AmsterdamAmsterdamThe Netherlands
| | - Marianne B. M. van den Bree
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical NeurosciencesCardiff UniversityCardiffUnited Kingdom
| | - Evangelos Vassos
- Social, Genetic and Developmental Psychiatry CentreInstitute of Psychiatry, Psychology & Neuroscience, King's College LondonLondonUnited Kingdom
| | - Javier Vázquez‐Bourgon
- Centro Investigación Biomédica en Red de Salud Mental (CIBERSAM)MadridSpain
- Department of PsychiatryMarqués de Valdecilla University Hospital, Valdecilla Biomedical Research Institute (IDIVAL)SantanderSpain
- School of MedicineUniversity of CantabriaSantanderSpain
| | - Fidel Vila‐Rodriguez
- Department of PsychiatryThe University of British ColumbiaVancouverBritish ColumbiaCanada
| | - G. Bragi Walters
- Population Genomics, deCODE genetics/AmgenReykjavikIceland
- Faculty of MedicineUniversity of IcelandReykjavikIceland
| | - Wei Wen
- Centre for Healthy Brain Ageing (CHeBA), School of Psychiatry, Faculty of MedicineUniversity of New South WalesSydneyNew South WalesAustralia
| | - Lars T. Westlye
- KG Jebsen Centre for Neurodevelopmental DisordersUniversity of OsloOsloNorway
- Department of PsychologyUniversity of OsloOsloNorway
- NORMENT, Division of Mental Health and AddictionOslo University HospitalOsloNorway
| | - Katharina Wittfeld
- German Center for Neurodegenerative Diseases (DZNE)Site Rostock/GreifswaldGreifswaldGermany
- Department of Psychiatry and PsychotherapyUniversity Medicine GreifswaldGreifswaldGermany
| | - Elaine H. Zackai
- Department of PediatricsPerelman School of Medicine at the University of PennsylvaniaPhiladelphiaPennsylvaniaUSA
- Division of Human GeneticsChildren's Hospital of PhiladelphiaPhiladelphiaPennsylvaniaUSA
| | - Kári Stefánsson
- Population Genomics, deCODE genetics/AmgenReykjavikIceland
- Faculty of MedicineUniversity of IcelandReykjavikIceland
| | - Sebastien Jacquemont
- Sainte Justine Hospital Research CenterUniversity of Montreal, MontrealQCCanada
- Department of PediatricsUniversity of Montreal, MontrealQCCanada
| | - Paul M. Thompson
- Imaging Genetics CenterMark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern CaliforniaMarina del ReyCaliforniaUSA
| | - Carrie E. Bearden
- Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and PsychologyUniversity of California Los AngelesLos AngelesCaliforniaUSA
- Center for Neurobehavioral GeneticsUniversity of California Los AngelesLos AngelesCaliforniaUSA
| | - Ole A. Andreassen
- Norwegian Centre for Mental Disorders Research (NORMENT), Division of Mental Health and AddictionOslo University Hospital and University of OsloOsloNorway
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26
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Nawaz MS, Einarsson G, Bustamante M, Gisladottir RS, Walters GB, Jonsdottir GA, Skuladottir AT, Bjornsdottir G, Magnusson SH, Asbjornsdottir B, Unnsteinsdottir U, Sigurdsson E, Jonsson PV, Palmadottir VK, Gudjonsson SA, Halldorsson GH, Ferkingstad E, Jonsdottir I, Thorleifsson G, Holm H, Thorsteinsdottir U, Sulem P, Gudbjartsson DF, Stefansson H, Thorgeirsson TE, Ulfarsson MO, Stefansson K. Thirty novel sequence variants impacting human intracranial volume. Brain Commun 2022; 4:fcac271. [PMID: 36415660 PMCID: PMC9677475 DOI: 10.1093/braincomms/fcac271] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Revised: 06/16/2022] [Accepted: 10/20/2022] [Indexed: 11/14/2022] Open
Abstract
Intracranial volume, measured through magnetic resonance imaging and/or estimated from head circumference, is heritable and correlates with cognitive traits and several neurological disorders. We performed a genome-wide association study meta-analysis of intracranial volume (n = 79 174) and found 64 associating sequence variants explaining 5.0% of its variance. We used coding variation, transcript and protein levels, to uncover 12 genes likely mediating the effect of these variants, including GLI3 and CDK6 that affect cranial synostosis and microcephaly, respectively. Intracranial volume correlates genetically with volumes of cortical and sub-cortical regions, cognition, learning, neonatal and neurological traits. Parkinson's disease cases have greater and attention deficit hyperactivity disorder cases smaller intracranial volume than controls. Our Mendelian randomization studies indicate that intracranial volume associated variants either increase the risk of Parkinson's disease and decrease the risk of attention deficit hyperactivity disorder and neuroticism or correlate closely with a confounder.
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Affiliation(s)
- Muhammad Sulaman Nawaz
- deCODE genetics/Amgen Inc., Sturlugata 8, 102 Reykjavik, Iceland.,Faculty of Medicine, School of Health Sciences, University of Iceland, Vatnsmyrarvegur 16, 101 Reykjavik, Iceland
| | | | | | - Rosa S Gisladottir
- deCODE genetics/Amgen Inc., Sturlugata 8, 102 Reykjavik, Iceland.,School of Humanities, University of Iceland, Saemundargata 2, 102 Reykjavik, Iceland
| | - G Bragi Walters
- deCODE genetics/Amgen Inc., Sturlugata 8, 102 Reykjavik, Iceland.,Faculty of Medicine, School of Health Sciences, University of Iceland, Vatnsmyrarvegur 16, 101 Reykjavik, Iceland
| | | | | | | | | | | | | | - Engilbert Sigurdsson
- Faculty of Medicine, School of Health Sciences, University of Iceland, Vatnsmyrarvegur 16, 101 Reykjavik, Iceland.,Department of Psychiatry, Landspitali-National University Hospital, Hringbraut 101, 101 Reykjavik, Iceland
| | - Palmi V Jonsson
- Faculty of Medicine, School of Health Sciences, University of Iceland, Vatnsmyrarvegur 16, 101 Reykjavik, Iceland.,Department of Geriatric Medicine, Landspitali University Hospital, Hringbraut 101, 101 Reykjavik, Iceland
| | - Vala Kolbrun Palmadottir
- Department of Internal Medicine, Landspitali University Hospital, Hringbraut 101, 101 Reykjavik, Iceland
| | | | - Gisli H Halldorsson
- deCODE genetics/Amgen Inc., Sturlugata 8, 102 Reykjavik, Iceland.,School of Engineering and Natural Sciences, University of Iceland, Taeknigardur, Dunhagi 5, 107 Reykjavik, Iceland
| | - Egil Ferkingstad
- deCODE genetics/Amgen Inc., Sturlugata 8, 102 Reykjavik, Iceland
| | | | | | - Hilma Holm
- deCODE genetics/Amgen Inc., Sturlugata 8, 102 Reykjavik, Iceland
| | | | - Patrick Sulem
- deCODE genetics/Amgen Inc., Sturlugata 8, 102 Reykjavik, Iceland
| | | | | | | | - Magnus O Ulfarsson
- deCODE genetics/Amgen Inc., Sturlugata 8, 102 Reykjavik, Iceland.,Faculty of Electrical and Computer Engineering, University of Iceland, Taeknigardur, Dunhagi 5, 107 Reykjavik, Iceland
| | - Kari Stefansson
- deCODE genetics/Amgen Inc., Sturlugata 8, 102 Reykjavik, Iceland.,Faculty of Medicine, School of Health Sciences, University of Iceland, Vatnsmyrarvegur 16, 101 Reykjavik, Iceland
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27
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Cheng MC, Chien WH, Huang YS, Fang TH, Chen CH. Translational Study of Copy Number Variations in Schizophrenia. Int J Mol Sci 2021; 23:ijms23010457. [PMID: 35008879 PMCID: PMC8745588 DOI: 10.3390/ijms23010457] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2021] [Revised: 12/11/2021] [Accepted: 12/29/2021] [Indexed: 11/16/2022] Open
Abstract
Rare copy number variations (CNVs) are part of the genetics of schizophrenia; they are highly heterogeneous and personalized. The CNV Analysis Group of the Psychiatric Genomic Consortium (PGC) conducted a large-scale analysis and discovered that recurrent CNVs at eight genetic loci were pathogenic to schizophrenia, including 1q21.1, 2p16.3 (NRXN1), 3q29, 7q11.23, 15q13.3, distal 16p11.2, proximal 16p11.2, and 22q11.2. We adopted a two-stage strategy to translate this knowledge into clinical psychiatric practice. As a screening test, we first developed a real-time quantitative PCR (RT-qPCR) panel that simultaneously detected these pathogenic CNVs. Then, we tested the utility of this screening panel by investigating a sample of 557 patients with schizophrenia. Chromosomal microarray analysis (CMA) was used to confirm positive cases from the screening test. We detected and confirmed thirteen patients who carried CNVs at these hot loci, including two patients at 1q21.1, one patient at 7q11.2, three patients at 15q13.3, two patients at 16p11.2, and five patients at 22q11.2. The detection rate in this sample was 2.3%, and the concordance rate between the RT-qPCR test panel and CMA was 100%. Our results suggest that a two-stage approach is cost-effective and reliable in achieving etiological diagnosis for some patients with schizophrenia and improving the understanding of schizophrenia genetics.
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Affiliation(s)
- Min-Chih Cheng
- Department of Psychiatry, Yuli Branch, Taipei Veterans General Hospital, Hualien 981, Taiwan;
| | - Wei-Hsien Chien
- Department of Occupational Therapy, College of Medicine, Fu Jen Catholic University, New Taipei City 242, Taiwan;
| | - Yu-Shu Huang
- Department of Psychiatry, Chang Gung Memorial Hospital-Linkou, Taoyuan 333, Taiwan;
- School of Medicine, College of Medicine, Chang Gung University, Taoyuan 333, Taiwan;
| | - Ting-Hsuan Fang
- School of Medicine, College of Medicine, Chang Gung University, Taoyuan 333, Taiwan;
| | - Chia-Hsiang Chen
- Department of Psychiatry, Chang Gung Memorial Hospital-Linkou, Taoyuan 333, Taiwan;
- Department and Institute of Biomedical Sciences, Chang Gung University, Taoyuan 333, Taiwan
- Correspondence:
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28
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High Olfactory Receptor-Rich 11q11 Copy Number in Girls and African American Children. Genes (Basel) 2021; 12:genes12121943. [PMID: 34946892 PMCID: PMC8701364 DOI: 10.3390/genes12121943] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2021] [Revised: 11/22/2021] [Accepted: 11/29/2021] [Indexed: 11/17/2022] Open
Abstract
Copy number variants (CNVs) provide numerous genetic differences between individuals, and they have been linked with multiple human diseases. Obesity is one of the highly heritable complex disorders, which is associated with copy number variance (CNV). A recent report shows that the 11q11 gene, a novel olfactory receptor, and its copy number variants are involved in the early onset of obesity. In the current study, we analyzed the 11q11 gene copy number variance (CNV) based on gender in White/European American (EA) and African American (AA) normal weight and overweight/obese children. Sixty-nine boys and fifty-eight girls between the ages of 6 and 10 years belonging to either EA or AA ethnicity were involved in this study. As per World Health Organization (WHO) guidelines, each participant’s body weight and height were recorded. DNA was extracted from saliva, and the copy number variants for the 11q11 gene were measured using digital PCR. The descriptive analysis of the 11q11 copy number showed significantly more copies in girls compared to boys; similarly, AA participants had significantly increased CNV compared to EA. The normal weight (NW) and overweight/obese (OW/OB) girls were significantly less likely to belong to the low copy number variant (LCNV) group of 11q11 compared to boys; similarly, NW and OW/OB AA children were significantly less likely to belong to the LCNV group. The AA girls in LCNV had significantly higher BMI z-scores. Our findings suggest that the 11q11 copy number in children is race and gender-specific.
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29
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Modenato C, Martin-Brevet S, Moreau CA, Rodriguez-Herreros B, Kumar K, Draganski B, Sønderby IE, Jacquemont S. Lessons Learned From Neuroimaging Studies of Copy Number Variants: A Systematic Review. Biol Psychiatry 2021; 90:596-610. [PMID: 34509290 DOI: 10.1016/j.biopsych.2021.05.028] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/26/2020] [Revised: 05/28/2021] [Accepted: 05/30/2021] [Indexed: 01/06/2023]
Abstract
Pathogenic copy number variants (CNVs) and aneuploidies alter gene dosage and are associated with neurodevelopmental psychiatric disorders such as autism spectrum disorder and schizophrenia. Brain mechanisms mediating genetic risk for neurodevelopmental psychiatric disorders remain largely unknown, but there is a rapid increase in morphometry studies of CNVs using T1-weighted structural magnetic resonance imaging. Studies have been conducted one mutation at a time, leaving the field with a complex catalog of brain alterations linked to different genomic loci. Our aim was to provide a systematic review of neuroimaging phenotypes across CNVs associated with developmental psychiatric disorders including autism and schizophrenia. We included 76 structural magnetic resonance imaging studies on 20 CNVs at the 15q11.2, 22q11.2, 1q21.1 distal, 16p11.2 distal and proximal, 7q11.23, 15q11-q13, and 22q13.33 (SHANK3) genomic loci as well as aneuploidies of chromosomes X, Y, and 21. Moderate to large effect sizes on global and regional brain morphometry are observed across all genomic loci, which is in line with levels of symptom severity reported for these variants. This is in stark contrast with the much milder neuroimaging effects observed in idiopathic psychiatric disorders. Data also suggest that CNVs have independent effects on global versus regional measures as well as on cortical surface versus thickness. Findings highlight a broad diversity of regional morphometry patterns across genomic loci. This heterogeneity of brain patterns provides insight into the weak effects reported in magnetic resonance imaging studies of cognitive dimension and psychiatric conditions. Neuroimaging studies across many more variants will be required to understand links between gene function and brain morphometry.
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Affiliation(s)
- Claudia Modenato
- Laboratory for Research in Neuroimaging, Centre for Research in Neurosciences, Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois, University of Lausanne, Lausanne, Switzerland
| | - Sandra Martin-Brevet
- Laboratory for Research in Neuroimaging, Centre for Research in Neurosciences, Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois, University of Lausanne, Lausanne, Switzerland
| | - Clara A Moreau
- Sainte-Justine Hospital Research Center, Montreal, Quebec, Canada; Human Genetics and Cognitive Functions, Centre National de la Recherche Scientifique UMR 3571, Department of Neuroscience, Université de Paris, Institut Pasteur, Paris, France
| | - Borja Rodriguez-Herreros
- Service des Troubles du Spectre de l'Autisme et Apparentés, Centre Hospitalier Universitaire Vaudois, University of Lausanne, Lausanne, Switzerland
| | - Kuldeep Kumar
- Sainte-Justine Hospital Research Center, Montreal, Quebec, Canada; Department of Pediatrics, University of Montreal, Montreal, Quebec, Canada
| | - Bogdan Draganski
- Laboratory for Research in Neuroimaging, Centre for Research in Neurosciences, Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois, University of Lausanne, Lausanne, Switzerland; Neurology Department, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - Ida E Sønderby
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway; Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital, University of Oslo, Oslo, Norway; KG Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo, Norway
| | - Sébastien Jacquemont
- Sainte-Justine Hospital Research Center, Montreal, Quebec, Canada; Department of Pediatrics, University of Montreal, Montreal, Quebec, Canada.
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30
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Chu C, Wu H, Xu F, Ray JW, Britt A, Robinson SS, Lupo PJ, Murphy CRC, Dreyer CF, Lee PDK, Hu PC, Dong J. Phenotypes Associated with 16p11.2 Copy Number Gains and Losses at a Single Institution. Lab Med 2021; 51:642-648. [PMID: 32537635 DOI: 10.1093/labmed/lmaa026] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Chromosome 16p11.2 is one of the susceptible sites for recurrent copy number variations (CNVs) due to flanking near-identical segmental duplications. Five segmental duplications, named breakpoints 1 to 5 (BP1-BP5), have been defined as recombination hotspots within 16p11.2. Common CNVs on 16p11.2 include a proximal ~593 kb between BP4 and BP5, and a distal ~220 kb between BP2 and BP3. We performed a search for patients carrying 16p11.2 CNVs, as detected using chromosome microarray (CMA), in the Molecular Diagnostic Laboratory at the University of Texas Medical Branch (UTMB), in Galveston. From March 2013 through April 2018, a total of 1200 CMA results were generated for germline testing, and 14 patients tested positive for 16p11.2 CNVs, of whom 7 had proximal deletion, 2 had distal deletion, 4 had proximal duplication, and 1 had distal duplication. Herein, we provide detailed phenotype data for these patients. Our study results show that developmental delay, abnormal body weight, behavioral problems, and hypotonia are common phenotypes associated with 16p11.2 CNVs.
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Affiliation(s)
- Caleb Chu
- School of Health Professions, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Haotian Wu
- Department of Pathology, University of Texas Medical Branch, Galveston, Texas
| | - Fangling Xu
- Department of Pathology, University of Texas Medical Branch, Galveston, Texas
| | - Joseph W Ray
- Department of Pediatrics, University of Texas Medical Branch, Galveston, Texas
| | - Allison Britt
- Department of Pediatrics, University of Texas Medical Branch, Galveston, Texas
| | - Sally S Robinson
- Department of Pediatrics, University of Texas Medical Branch, Galveston, Texas
| | - Pamela J Lupo
- Department of Pediatrics, University of Texas Medical Branch, Galveston, Texas
| | | | - Charles F Dreyer
- Department of Pediatrics, University of Texas Medical Branch, Galveston, Texas
| | - Phillip D K Lee
- Department of Pediatrics, University of Texas Medical Branch, Galveston, Texas
| | - Peter C Hu
- School of Health Professions, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jianli Dong
- Department of Pathology, University of Texas Medical Branch, Galveston, Texas
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31
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Moreau CA, Ching CR, Kumar K, Jacquemont S, Bearden CE. Structural and functional brain alterations revealed by neuroimaging in CNV carriers. Curr Opin Genet Dev 2021; 68:88-98. [PMID: 33812299 PMCID: PMC8205978 DOI: 10.1016/j.gde.2021.03.002] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2020] [Revised: 02/01/2021] [Accepted: 03/09/2021] [Indexed: 01/21/2023]
Abstract
Copy Number Variants (CNVs) are associated with elevated rates of neuropsychiatric disorders. A 'genetics-first' approach, involving the CNV effects on the brain, irrespective of clinical symptomatology, allows investigation of mechanisms underlying neuropsychiatric disorders in the general population. Recent years have seen an increasing number of larger multisite neuroimaging studies investigating the effect of CNVs on structural and functional brain endophenotypes. Alterations overlap with those found in idiopathic psychiatric conditions but effect sizes are twofold to fivefold larger. Here we review new CNV-associated structural and functional brain alterations and outline the future of neuroimaging genomics research, with particular emphasis on developing new resources for the study of high-risk CNVs and rare genomic variants.
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Affiliation(s)
- Clara A Moreau
- Sainte-Justine Hospital Research Center, Montreal, Canada; Department of Pediatrics, University of Montreal, Montreal, Canada; Centre de Recherche de l'Institut Universitaire de Gériatrie de Montréal, Montréal, Canada; Human Genetics and Cognitive Functions, CNRS UMR 3571, Université de Paris, Institut Pasteur, Paris, France
| | - Christopher Rk Ching
- Imaging Genetics Center, USC Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of the University of Southern California, USA
| | - Kuldeep Kumar
- Sainte-Justine Hospital Research Center, Montreal, Canada
| | - Sebastien Jacquemont
- Sainte-Justine Hospital Research Center, Montreal, Canada; Department of Pediatrics, University of Montreal, Montreal, Canada.
| | - Carrie E Bearden
- Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, University of California, Los Angeles, USA.
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32
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Sønderby IE, van der Meer D, Moreau C, Kaufmann T, Walters GB, Ellegaard M, Abdellaoui A, Ames D, Amunts K, Andersson M, Armstrong NJ, Bernard M, Blackburn NB, Blangero J, Boomsma DI, Brodaty H, Brouwer RM, Bülow R, Bøen R, Cahn W, Calhoun VD, Caspers S, Ching CRK, Cichon S, Ciufolini S, Crespo-Facorro B, Curran JE, Dale AM, Dalvie S, Dazzan P, de Geus EJC, de Zubicaray GI, de Zwarte SMC, Desrivieres S, Doherty JL, Donohoe G, Draganski B, Ehrlich S, Eising E, Espeseth T, Fejgin K, Fisher SE, Fladby T, Frei O, Frouin V, Fukunaga M, Gareau T, Ge T, Glahn DC, Grabe HJ, Groenewold NA, Gústafsson Ó, Haavik J, Haberg AK, Hall J, Hashimoto R, Hehir-Kwa JY, Hibar DP, Hillegers MHJ, Hoffmann P, Holleran L, Holmes AJ, Homuth G, Hottenga JJ, Hulshoff Pol HE, Ikeda M, Jahanshad N, Jockwitz C, Johansson S, Jönsson EG, Jørgensen NR, Kikuchi M, Knowles EEM, Kumar K, Le Hellard S, Leu C, Linden DEJ, Liu J, Lundervold A, Lundervold AJ, Maillard AM, Martin NG, Martin-Brevet S, Mather KA, Mathias SR, McMahon KL, McRae AF, Medland SE, Meyer-Lindenberg A, Moberget T, Modenato C, Sánchez JM, Morris DW, Mühleisen TW, Murray RM, Nielsen J, Nordvik JE, Nyberg L, Loohuis LMO, Ophoff RA, et alSønderby IE, van der Meer D, Moreau C, Kaufmann T, Walters GB, Ellegaard M, Abdellaoui A, Ames D, Amunts K, Andersson M, Armstrong NJ, Bernard M, Blackburn NB, Blangero J, Boomsma DI, Brodaty H, Brouwer RM, Bülow R, Bøen R, Cahn W, Calhoun VD, Caspers S, Ching CRK, Cichon S, Ciufolini S, Crespo-Facorro B, Curran JE, Dale AM, Dalvie S, Dazzan P, de Geus EJC, de Zubicaray GI, de Zwarte SMC, Desrivieres S, Doherty JL, Donohoe G, Draganski B, Ehrlich S, Eising E, Espeseth T, Fejgin K, Fisher SE, Fladby T, Frei O, Frouin V, Fukunaga M, Gareau T, Ge T, Glahn DC, Grabe HJ, Groenewold NA, Gústafsson Ó, Haavik J, Haberg AK, Hall J, Hashimoto R, Hehir-Kwa JY, Hibar DP, Hillegers MHJ, Hoffmann P, Holleran L, Holmes AJ, Homuth G, Hottenga JJ, Hulshoff Pol HE, Ikeda M, Jahanshad N, Jockwitz C, Johansson S, Jönsson EG, Jørgensen NR, Kikuchi M, Knowles EEM, Kumar K, Le Hellard S, Leu C, Linden DEJ, Liu J, Lundervold A, Lundervold AJ, Maillard AM, Martin NG, Martin-Brevet S, Mather KA, Mathias SR, McMahon KL, McRae AF, Medland SE, Meyer-Lindenberg A, Moberget T, Modenato C, Sánchez JM, Morris DW, Mühleisen TW, Murray RM, Nielsen J, Nordvik JE, Nyberg L, Loohuis LMO, Ophoff RA, Owen MJ, Paus T, Pausova Z, Peralta JM, Pike GB, Prieto C, Quinlan EB, Reinbold CS, Marques TR, Rucker JJH, Sachdev PS, Sando SB, Schofield PR, Schork AJ, Schumann G, Shin J, Shumskaya E, Silva AI, Sisodiya SM, Steen VM, Stein DJ, Strike LT, Suzuki IK, Tamnes CK, Teumer A, Thalamuthu A, Tordesillas-Gutiérrez D, Uhlmann A, Ulfarsson MO, van 't Ent D, van den Bree MBM, Vanderhaeghen P, Vassos E, Wen W, Wittfeld K, Wright MJ, Agartz I, Djurovic S, Westlye LT, Stefansson H, Stefansson K, Jacquemont S, Thompson PM, Andreassen OA. 1q21.1 distal copy number variants are associated with cerebral and cognitive alterations in humans. Transl Psychiatry 2021; 11:182. [PMID: 33753722 PMCID: PMC7985307 DOI: 10.1038/s41398-021-01213-0] [Show More Authors] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/26/2020] [Revised: 12/23/2020] [Accepted: 01/08/2021] [Indexed: 01/07/2023] Open
Abstract
Low-frequency 1q21.1 distal deletion and duplication copy number variant (CNV) carriers are predisposed to multiple neurodevelopmental disorders, including schizophrenia, autism and intellectual disability. Human carriers display a high prevalence of micro- and macrocephaly in deletion and duplication carriers, respectively. The underlying brain structural diversity remains largely unknown. We systematically called CNVs in 38 cohorts from the large-scale ENIGMA-CNV collaboration and the UK Biobank and identified 28 1q21.1 distal deletion and 22 duplication carriers and 37,088 non-carriers (48% male) derived from 15 distinct magnetic resonance imaging scanner sites. With standardized methods, we compared subcortical and cortical brain measures (all) and cognitive performance (UK Biobank only) between carrier groups also testing for mediation of brain structure on cognition. We identified positive dosage effects of copy number on intracranial volume (ICV) and total cortical surface area, with the largest effects in frontal and cingulate cortices, and negative dosage effects on caudate and hippocampal volumes. The carriers displayed distinct cognitive deficit profiles in cognitive tasks from the UK Biobank with intermediate decreases in duplication carriers and somewhat larger in deletion carriers-the latter potentially mediated by ICV or cortical surface area. These results shed light on pathobiological mechanisms of neurodevelopmental disorders, by demonstrating gene dose effect on specific brain structures and effect on cognitive function.
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Affiliation(s)
- Ida E Sønderby
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway.
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway.
- KG Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo, Norway.
| | - Dennis van der Meer
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- School of Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, the Netherlands
| | - Clara Moreau
- Sainte Justine Hospital Research Center, Montreal, Quebec, Canada
- Centre de recherche de l'Institut universitaire de gériatrie de Montréal, Montreal, Quebec, Canada
| | - Tobias Kaufmann
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Psychiatry and Psychotherapy, University of Tübingen, Tübingen, Germany
| | - G Bragi Walters
- deCODE Genetics (Amgen), Reykjavík, Iceland
- Faculty of Medicine, University of Iceland, Reykjavík, Iceland
| | - Maria Ellegaard
- Department of Clinical Biochemistry, Copenhagen University Hospital, Rigshospitalet, Glostrup, Denmark
| | - Abdel Abdellaoui
- Department of Psychiatry, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands
- Department of Biological Psychology and Netherlands Twin Register, VU University Amsterdam, Amsterdam, the Netherlands
| | - David Ames
- University of Melbourne Academic Unit for Psychiatry of Old Age, Kew, Australia
- National Ageing Research Institute, Parkville, Australia
| | - Katrin Amunts
- Institute of Neuroscience and Medicine, INM-1, Research Centre Jülich, Jülich, Germany
- C. and O. Vogt Institute for Brain Research, Medical Faculty, University Hospital Düsseldorf, Heinrich Heine University Duesseldorf, Düsseldorf, Germany
| | - Micael Andersson
- Umeå Centre for Functional Brain Imaging, Umeå University, Umeå, Sweden
- Department of Integrative Medical Biology, Umeå University, Umeå, Sweden
| | | | - Manon Bernard
- Research Institute, Hospital for Sick Children, Toronto, Ontario, Canada
| | - Nicholas B Blackburn
- South Texas Diabetes and Obesity Institute, Department of Human Genetics, School of Medicine, University of Texas Rio Grande Valley, Brownsville, USA
| | - John Blangero
- South Texas Diabetes and Obesity Institute, Department of Human Genetics, School of Medicine, University of Texas Rio Grande Valley, Brownsville, USA
| | - Dorret I Boomsma
- Department of Biological Psychology and Netherlands Twin Register, VU University Amsterdam, Amsterdam, the Netherlands
- Amsterdam Neuroscience, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, VU Medical Center, Amsterdam, the Netherlands
| | - Henry Brodaty
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
- Dementia Centre for Research Collaboration, School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Rachel M Brouwer
- Department of Psychiatry, University Medical Center Brain Center, Utrecht University, Utrecht, the Netherlands
| | - Robin Bülow
- Institute of Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany
| | - Rune Bøen
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway
| | - Wiepke Cahn
- Department of Psychiatry, University Medical Center Brain Center, Utrecht University, Utrecht, the Netherlands
- Altrecht Science, Utrecht, the Netherlands
| | - Vince D Calhoun
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, Emory University, Atlanta, USA
- The Department of Electrical and Computer Engineering, University of New Mexico, Albuquerque, USA
| | - Svenja Caspers
- Institute of Neuroscience and Medicine, INM-1, Research Centre Jülich, Jülich, Germany
- Institute for Anatomy I, Medical Faculty, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Christopher R K Ching
- Imaging Genetics Center, Mark and Mary Stevens Institute for Neuroimaging and Informatics, University of Southern California, Los Angeles, USA
| | - Sven Cichon
- Institute of Neuroscience and Medicine, INM-1, Research Centre Jülich, Jülich, Germany
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | - Simone Ciufolini
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Benedicto Crespo-Facorro
- University Hospital Marqués de Valdecilla, IDIVAL, Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Santander, Spain
- University Hospital Virgen del Rocío, IBiS, Centre de Investigació Biomédica en Red Salud Mental (CIBERSAM), Sevilla, Spain
| | - Joanne E Curran
- South Texas Diabetes and Obesity Institute, Department of Human Genetics, School of Medicine, University of Texas Rio Grande Valley, Brownsville, USA
| | - Anders M Dale
- Center for Multimodal Imaging and Genetics, University of California, San Diego, USA
| | - Shareefa Dalvie
- Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, Western Cape, South Africa
| | - Paola Dazzan
- Department of Psychological Medicine, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Eco J C de Geus
- Department of Biological Psychology and Netherlands Twin Register, VU University Amsterdam, Amsterdam, the Netherlands
- Amsterdam Neuroscience, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, VU Medical Center, Amsterdam, the Netherlands
| | | | - Sonja M C de Zwarte
- Department of Psychiatry, University Medical Center Brain Center, Utrecht University, Utrecht, the Netherlands
| | - Sylvane Desrivieres
- Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Joanne L Doherty
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
- Cardiff University Brain Research Imaging Centre School of Psychology, Cardiff University, Cardiff, United Kingdom
| | - Gary Donohoe
- Centre for Neuroimaging and Cognitive Genomics, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Galway, Ireland
| | - Bogdan Draganski
- Laboratory for Research in Neuroimaging LREN, Centre for Research in Neurosciences, Department of Clinical Neurosciences, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
- Neurology Department, Max-Planck-Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - Stefan Ehrlich
- Division of Psychological and Social Medicine, Faculty of Medicine, TU Dresden, Dresden, Germany
| | - Else Eising
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands
| | - Thomas Espeseth
- Department of Psychology, University of Oslo, Oslo, Norway
- Bjørknes College, Oslo, Norway
| | - Kim Fejgin
- Signal Transduction, H. Lundbeck A/S, Ottiliavej 9, DK-2500, Valby, Denmark
| | - Simon E Fisher
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Tormod Fladby
- Department of Neurology, Akershus University Hospital, 1474, Nordbyhagen, Norway
- Institute of Clinical Medicine, Campus Ahus, University of Oslo, Oslo, Norway
| | - Oleksandr Frei
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Vincent Frouin
- Université Paris-Saclay, CEA, Neurospin, 91191, Gif-sur-Yvette, France
| | - Masaki Fukunaga
- Division of Cerebral Integration, National Institute for Physiological Sciences, Okazaki, Japan
- Department of Life Science, Sokendai, Hayama, Japan
| | - Thomas Gareau
- Université Paris-Saclay, CEA, Neurospin, 91191, Gif-sur-Yvette, France
| | - Tian Ge
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - David C Glahn
- Boston Children's Hospital, Boston, Massachusetts, USA
- Institute of Living, Hartford, Connecticut, USA
- Harvard Medical School, Boston, Massachusetts, USA
| | - Hans J Grabe
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
- German Center of Neurodegenerative Diseases (DZNE), Rostock/Greifswald, Greifswald, Germany
| | - Nynke A Groenewold
- Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, Western Cape, South Africa
| | | | - Jan Haavik
- Department of Biomedicine, University of Bergen, Bergen, Norway
- Division of Psychiatry, Haukeland University Hospital, Bergen, Norway
| | - Asta K Haberg
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology, Trondheim, Norway
- St Olav's Hospital, Department of Radiology and Nuclear Medicine, Trondheim, Norway
| | - Jeremy Hall
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
- School of Medicine, Cardiff University, Cardiff, United Kingdom
| | - Ryota Hashimoto
- Department of Pathology of Mental Diseases, National Institute of Mental Health, National Center of Neurology and Psychiatry, Kodaira, Japan
- Osaka University, Osaka, Japan
| | - Jayne Y Hehir-Kwa
- Princess Màxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | | | - Manon H J Hillegers
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus MC-Sophia, Rotterdam, the Netherlands
| | - Per Hoffmann
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
- Institute of Human Genetics, University of Bonn Medical School, Bonn, Germany
| | - Laurena Holleran
- Centre for Neuroimaging and Cognitive Genomics, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Galway, Ireland
| | - Avram J Holmes
- Psychology Department, Yale University, New Haven, CT, USA
- Department of Psychiatry, Yale University, New Haven, CT, USA
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
| | - Georg Homuth
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Jouke-Jan Hottenga
- Department of Biological Psychology and Netherlands Twin Register, VU University Amsterdam, Amsterdam, the Netherlands
- Amsterdam Neuroscience, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, VU Medical Center, Amsterdam, the Netherlands
| | - Hilleke E Hulshoff Pol
- Department of Psychiatry, University Medical Center Brain Center, Utrecht University, Utrecht, the Netherlands
| | - Masashi Ikeda
- Department of Psychiatry, Fujita Health University School of Medicine, Toyoake, Japan
| | - Neda Jahanshad
- Imaging Genetics Center, Mark and Mary Stevens Institute for Neuroimaging and Informatics, University of Southern California, Los Angeles, USA
| | - Christiane Jockwitz
- Institute of Neuroscience and Medicine, INM-1, Research Centre Jülich, Jülich, Germany
- Institute for Anatomy I, Medical Faculty, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Stefan Johansson
- Department of Clinical Science, University of Bergen, Bergen, Norway
- Department of Medical Genetics, Haukeland University Hospital, Bergen, Norway
| | - Erik G Jönsson
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, & Stockholm Health Care Services, Stockholm Region, Stockholm, Sweden
- Norwegian Centre for Mental Disorders Research (NORMENT), Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Niklas R Jørgensen
- Department of Clinical Biochemistry, Copenhagen University Hospital Rigshospitalet, Glostrup, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Masataka Kikuchi
- Department of Genome Informatics, Graduate School of Medicine, Osaka University, Osaka, Japan
| | - Emma E M Knowles
- Boston Children's Hospital, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
| | - Kuldeep Kumar
- Sainte Justine Hospital Research Center, Montreal, Quebec, Canada
| | - Stephanie Le Hellard
- Norwegian Centre for Mental Disorders Research, Department of Clinical Science, University of Bergen, Bergen, Norway
- Dr Einar Martens Research Group for Biological Psychiatry, Department of Medical Genetics, Haukeland University Hospital, Bergen, Norway
| | - Costin Leu
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Clinical and Experimental Epilepsy, UCL Queen Square Institute of Neurology, London, WC1N 3BG, UK
- Genomic Medicine Institute, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, United States
- Chalfont Centre for Epilepsy, Chalfont-St-Peter, United Kingdom
| | - David E J Linden
- School of Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, the Netherlands
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
| | - Jingyu Liu
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, Emory University, Atlanta, USA
| | - Arvid Lundervold
- Department of Biomedicine, University of Bergen, Bergen, Norway
- Mohn Medical Imaging and Visualization Centre, Department of Radiology, Haukeland University Hospital, Bergen, Norway
| | | | - Anne M Maillard
- Service des Troubles du Spectre de l'Autisme et apparentés, Lausanne University Hospital, Lausanne, Switzerland
| | - Nicholas G Martin
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Sandra Martin-Brevet
- Laboratory for Research in Neuroimaging LREN, Centre for Research in Neurosciences, Department of Clinical Neurosciences, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Karen A Mather
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
- Neuroscience Research Australia, Randwick, Australia
| | - Samuel R Mathias
- Boston Children's Hospital, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
| | - Katie L McMahon
- Herston Imaging Research Facility and School of Clinical Sciences, Queensland University of Technology, Brisbane, Australia
| | - Allan F McRae
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Australia
- Queensland Brain Institute, University of Queensland, Brisbane, Australia
| | - Sarah E Medland
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Andreas Meyer-Lindenberg
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Torgeir Moberget
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
| | - Claudia Modenato
- Laboratory for Research in Neuroimaging LREN, Centre for Research in Neurosciences, Department of Clinical Neurosciences, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
- University of Lausanne, Lausanne, Switzerland
| | - Jennifer Monereo Sánchez
- Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, the Netherlands
- School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands
| | - Derek W Morris
- Centre for Neuroimaging and Cognitive Genomics, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Galway, Ireland
| | - Thomas W Mühleisen
- Institute of Neuroscience and Medicine, INM-1, Research Centre Jülich, Jülich, Germany
- C. and O. Vogt Institute for Brain Research, Medical Faculty, University Hospital Düsseldorf, Heinrich Heine University Duesseldorf, Düsseldorf, Germany
- Department of Biomedicine, University of Basel, Basel, Switzerland
| | - Robin M Murray
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Jacob Nielsen
- Signal Transduction, H. Lundbeck A/S, Ottiliavej 9, DK-2500, Valby, Denmark
| | | | - Lars Nyberg
- Umeå Centre for Functional Brain Imaging, Umeå University, Umeå, Sweden
- Department of Integrative Medical Biology, Umeå University, Umeå, Sweden
- Department of Radiation Sciences, Umeå University, Umeå, Sweden
| | - Loes M Olde Loohuis
- Center for Neurobehavioral Genetics, University of California, Los Angeles, USA
| | - Roel A Ophoff
- Center for Neurobehavioral Genetics, University of California, Los Angeles, USA
- Department of Psychiatry, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Michael J Owen
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
| | - Tomas Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto, Ontario, Canada
- Physiology and Nutritional Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Zdenka Pausova
- Research Institute, Hospital for Sick Children, Toronto, Ontario, Canada
- Physiology and Nutritional Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Juan M Peralta
- South Texas Diabetes and Obesity Institute, Department of Human Genetics, School of Medicine, University of Texas Rio Grande Valley, Brownsville, USA
| | - G Bruce Pike
- Departments of Radiology and Clinical Neurosciences, University of Calgary, Calgary, Alberta, Canada
| | - Carlos Prieto
- Bioinformatics Service, Nucleus, University of Salamanca, Salamanca, Spain
| | - Erin B Quinlan
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Céline S Reinbold
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
- Department of Psychology, University of Oslo, Oslo, Norway
| | - Tiago Reis Marques
- Department of Psychosis, Institute of Psychiatry, Psychology & Neuroscience, Kings College, London, United Kingdom
- Psychiatric Imaging Group, MRC London Institute of Medical Sciences (LMS), Hammersmith Hospital, Imperial College, London, United Kingdom
| | - James J H Rucker
- Institute of Psychiatry, Psychology and Neuroscience, London, London, United Kingdom
| | - Perminder S Sachdev
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
- Neuropsychiatric Institute, The Prince of Wales Hospital, Sydney, Australia
| | - Sigrid B Sando
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology, Trondheim, Norway
- University Hospital of Trondheim,Department of Neurology and Clinical Neurophysiology, Trondheim, Norway
| | - Peter R Schofield
- Neuroscience Research Australia, Sydney, Australia
- School of Medical Sciences, University of New South Wales, Sydney, Australia
| | - Andrew J Schork
- Institute of Biological Psychiatry, Roskilde, Denmark
- The Translational Genetics Institute (TGEN), Phoenix, AZ, United States
| | - Gunter Schumann
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Jean Shin
- Research Institute, Hospital for Sick Children, Toronto, Ontario, Canada
- Physiology and Nutritional Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Elena Shumskaya
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Ana I Silva
- School of Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, the Netherlands
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
- Cardiff University Brain Research Imaging Centre School of Psychology, Cardiff University, Cardiff, United Kingdom
| | - Sanjay M Sisodiya
- Department of Clinical and Experimental Epilepsy, UCL Queen Square Institute of Neurology, London, WC1N 3BG, UK
- Chalfont Centre for Epilepsy, Chalfont-St-Peter, United Kingdom
| | - Vidar M Steen
- Norwegian Centre for Mental Disorders Research, Department of Clinical Science, University of Bergen, Bergen, Norway
- Dr Einar Martens Research Group for Biological Psychiatry, Department of Medical Genetics, Haukeland University Hospital, Bergen, Norway
| | - Dan J Stein
- South African Medical Research Council Unit on Risk and Resilience in Mental Disorders, Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Lachlan T Strike
- Queensland Brain Institute, University of Queensland, Brisbane, Australia
| | - Ikuo K Suzuki
- VIB Center for Brain & Disease Research, Stem Cell and Developmental Neurobiology Lab, Leuven, Belgium
- University of Brussels (ULB), Institute of Interdisciplinary Research (IRIBHM) ULB Neuroscience Institute, Brussels, Belgium
- The University of Tokyo, Department of Biological Sciences, Graduate School of Science, Tokyo, Japan
| | - Christian K Tamnes
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- PROMENTA Research Center, Department of Psychology, University of Oslo, Oslo, Norway
- Department of Psychiatry, Diakonhjemmet Hospital, Oslo, Norway
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Anbupalam Thalamuthu
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Diana Tordesillas-Gutiérrez
- University Hospital Marqués de Valdecilla, IDIVAL, Centro de Investigación Biomédica en Red Salud Mental (CIBERSAM), Santander, Spain
- Department of Radiology, Marqués de Valdecilla University Hospital, Valdecilla Biomedical Research Institute IDIVAL, Santander, Spain
| | - Anne Uhlmann
- Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, Western Cape, South Africa
| | - Magnus O Ulfarsson
- deCODE Genetics (Amgen), Reykjavík, Iceland
- Faculty of Electrical and Computer Engineering, University of Iceland, Reykjavík, Iceland
| | - Dennis van 't Ent
- Department of Biological Psychology and Netherlands Twin Register, VU University Amsterdam, Amsterdam, the Netherlands
- Amsterdam Neuroscience, Amsterdam, the Netherlands
| | - Marianne B M van den Bree
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
- School of Medicine, Cardiff University, Cardiff, United Kingdom
| | - Pierre Vanderhaeghen
- VIB-KU Leuven Center for Brain & Disease Research, 3000, Leuven, Belgium
- KU Leuven, Department of Neurosciences & Leuven Brain Institute, 3000, Leuven, Belgium
- Université Libre de Bruxelles (U.L.B.), Institut de Recherches en Biologie Humaine et Moléculaire (IRIBHM), and ULB Neuroscience Institute (UNI), 1070, Brussels, Belgium
| | - Evangelos Vassos
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
- National Institute for Health Research, Mental Health Biomedical Research Centre, South London and Maudsley National Health Service Foundation Trust and King's College London, London, United Kingdom
| | - Wei Wen
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Katharina Wittfeld
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
- German Center of Neurodegenerative Diseases (DZNE), Rostock/Greifswald, Greifswald, Germany
| | - Margaret J Wright
- Queensland Brain Institute, University of Queensland, Brisbane, Australia
- Centre for Advanced Imaging, University of Queensland, Brisbane, Australia
| | - Ingrid Agartz
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, & Stockholm Health Care Services, Stockholm Region, Stockholm, Sweden
- Norwegian Centre for Mental Disorders Research (NORMENT), Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Psychiatry, Diakonhjemmet Hospital, Oslo, Norway
| | - Srdjan Djurovic
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway
- Norwegian Centre for Mental Disorders Research, Department of Clinical Science, University of Bergen, Bergen, Norway
| | - Lars T Westlye
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- KG Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
| | | | - Kari Stefansson
- deCODE Genetics (Amgen), Reykjavík, Iceland
- Faculty of Medicine, University of Iceland, Reykjavík, Iceland
| | - Sébastien Jacquemont
- Sainte Justine Hospital Research Center, Montreal, Quebec, Canada
- Department of Pediatrics, University of Montreal, Montreal, Quebec, Canada
| | - Paul M Thompson
- Imaging Genetics Center, Mark and Mary Stevens Institute for Neuroimaging and Informatics, University of Southern California, Los Angeles, USA
| | - Ole A Andreassen
- NORMENT, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
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O'Connell KS, Sønderby IE, Frei O, van der Meer D, Athanasiu L, Smeland OB, Alnæs D, Kaufmann T, Westlye LT, Steen VM, Andreassen OA, Hughes T, Djurovic S. Association between complement component 4A expression, cognitive performance and brain imaging measures in UK Biobank. Psychol Med 2021; 52:1-11. [PMID: 33653435 PMCID: PMC9772918 DOI: 10.1017/s0033291721000179] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/08/2020] [Revised: 01/06/2021] [Accepted: 01/19/2021] [Indexed: 12/30/2022]
Abstract
Abstract. BACKGROUND Altered expression of the complement component C4A gene is a known risk factor for schizophrenia. Further, predicted brain C4A expression has also been associated with memory function highlighting that altered C4A expression in the brain may be relevant for cognitive and behavioral traits. METHODS We obtained genetic information and performance measures on seven cognitive tasks for up to 329 773 individuals from the UK Biobank, as well as brain imaging data for a subset of 33 003 participants. Direct genotypes for variants (n = 3213) within the major histocompatibility complex region were used to impute C4 structural variation, from which predicted expression of the C4A and C4B genes in human brain tissue were predicted. We investigated if predicted brain C4A or C4B expression were associated with cognitive performance and brain imaging measures using linear regression analyses. RESULTS We identified significant negative associations between predicted C4A expression and performance on select cognitive tests, and significant associations with MRI-based cortical thickness and surface area in select regions. Finally, we observed significant inconsistent partial mediation of the effects of predicted C4A expression on cognitive performance, by specific brain structure measures. CONCLUSIONS These results demonstrate that the C4 risk locus is associated with the central endophenotypes of cognitive performance and brain morphology, even when considered independently of other genetic risk factors and in individuals without mental or neurological disorders.
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Affiliation(s)
- Kevin S. O'Connell
- NORMENT, Institute of Clinical Medicine, University of Oslo, & Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Ida E. Sønderby
- NORMENT, Institute of Clinical Medicine, University of Oslo, & Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway
| | - Oleksandr Frei
- NORMENT, Institute of Clinical Medicine, University of Oslo, & Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Dennis van der Meer
- NORMENT, Institute of Clinical Medicine, University of Oslo, & Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- School of Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, The Netherlands
| | - Lavinia Athanasiu
- NORMENT, Institute of Clinical Medicine, University of Oslo, & Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway
| | - Olav B. Smeland
- NORMENT, Institute of Clinical Medicine, University of Oslo, & Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Dag Alnæs
- NORMENT, Institute of Clinical Medicine, University of Oslo, & Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Tobias Kaufmann
- NORMENT, Institute of Clinical Medicine, University of Oslo, & Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Lars T. Westlye
- NORMENT, Institute of Clinical Medicine, University of Oslo, & Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
| | - Vidar M. Steen
- NORMENT, Department of Clinical Science, University of Bergen, Bergen, Norway
- Department of Medical Genetics, Dr Einar Martens' Research Group for Biological Psychiatry, Haukeland University Hospital, Bergen, Norway
| | - Ole A. Andreassen
- NORMENT, Institute of Clinical Medicine, University of Oslo, & Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Timothy Hughes
- NORMENT, Institute of Clinical Medicine, University of Oslo, & Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway
| | - Srdjan Djurovic
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway
- NORMENT, Department of Clinical Science, University of Bergen, Bergen, Norway
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Urresti J, Zhang P, Moran-Losada P, Yu NK, Negraes PD, Trujillo CA, Antaki D, Amar M, Chau K, Pramod AB, Diedrich J, Tejwani L, Romero S, Sebat J, Yates III JR, Muotri AR, Iakoucheva LM. Cortical organoids model early brain development disrupted by 16p11.2 copy number variants in autism. Mol Psychiatry 2021; 26:7560-7580. [PMID: 34433918 PMCID: PMC8873019 DOI: 10.1038/s41380-021-01243-6] [Citation(s) in RCA: 58] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/19/2020] [Revised: 07/12/2021] [Accepted: 07/20/2021] [Indexed: 11/09/2022]
Abstract
Reciprocal deletion and duplication of the 16p11.2 region is the most common copy number variation (CNV) associated with autism spectrum disorders. We generated cortical organoids from skin fibroblasts of patients with 16p11.2 CNV to investigate impacted neurodevelopmental processes. We show that organoid size recapitulates macrocephaly and microcephaly phenotypes observed in the patients with 16p11.2 deletions and duplications. The CNV dosage affects neuronal maturation, proliferation, and synapse number, in addition to its effect on organoid size. We demonstrate that 16p11.2 CNV alters the ratio of neurons to neural progenitors in organoids during early neurogenesis, with a significant excess of neurons and depletion of neural progenitors observed in deletions. Transcriptomic and proteomic profiling revealed multiple pathways dysregulated by the 16p11.2 CNV, including neuron migration, actin cytoskeleton, ion channel activity, synaptic-related functions, and Wnt signaling. The level of the active form of small GTPase RhoA was increased in both, deletions and duplications. Inhibition of RhoA activity rescued migration deficits, but not neurite outgrowth. This study provides insights into potential neurobiological mechanisms behind the 16p11.2 CNV during neocortical development.
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Affiliation(s)
- Jorge Urresti
- grid.266100.30000 0001 2107 4242Department of Psychiatry, University of California San Diego, La Jolla, CA USA
| | - Pan Zhang
- grid.266100.30000 0001 2107 4242Department of Psychiatry, University of California San Diego, La Jolla, CA USA
| | - Patricia Moran-Losada
- grid.266100.30000 0001 2107 4242Department of Psychiatry, University of California San Diego, La Jolla, CA USA
| | - Nam-Kyung Yu
- grid.214007.00000000122199231Department of Molecular Medicine, The Scripps Research Institute, La Jolla, CA USA
| | - Priscilla D. Negraes
- grid.266100.30000 0001 2107 4242Department of Cellular & Molecular Medicine, University of California San Diego, La Jolla, CA USA ,grid.266100.30000 0001 2107 4242Department of Pediatrics/Rady Children’s Hospital San Diego, University of California, San Diego, La Jolla, CA USA
| | - Cleber A. Trujillo
- grid.266100.30000 0001 2107 4242Department of Cellular & Molecular Medicine, University of California San Diego, La Jolla, CA USA ,grid.266100.30000 0001 2107 4242Department of Pediatrics/Rady Children’s Hospital San Diego, University of California, San Diego, La Jolla, CA USA
| | - Danny Antaki
- grid.266100.30000 0001 2107 4242Department of Psychiatry, University of California San Diego, La Jolla, CA USA ,grid.266100.30000 0001 2107 4242Department of Cellular & Molecular Medicine, University of California San Diego, La Jolla, CA USA
| | - Megha Amar
- grid.266100.30000 0001 2107 4242Department of Psychiatry, University of California San Diego, La Jolla, CA USA
| | - Kevin Chau
- grid.266100.30000 0001 2107 4242Department of Psychiatry, University of California San Diego, La Jolla, CA USA
| | - Akula Bala Pramod
- grid.266100.30000 0001 2107 4242Department of Psychiatry, University of California San Diego, La Jolla, CA USA
| | - Jolene Diedrich
- grid.214007.00000000122199231Department of Molecular Medicine, The Scripps Research Institute, La Jolla, CA USA
| | - Leon Tejwani
- grid.266100.30000 0001 2107 4242Department of Cellular & Molecular Medicine, University of California San Diego, La Jolla, CA USA ,grid.266100.30000 0001 2107 4242Department of Pediatrics/Rady Children’s Hospital San Diego, University of California, San Diego, La Jolla, CA USA
| | - Sarah Romero
- grid.266100.30000 0001 2107 4242Department of Cellular & Molecular Medicine, University of California San Diego, La Jolla, CA USA ,grid.266100.30000 0001 2107 4242Department of Pediatrics/Rady Children’s Hospital San Diego, University of California, San Diego, La Jolla, CA USA
| | - Jonathan Sebat
- grid.266100.30000 0001 2107 4242Department of Psychiatry, University of California San Diego, La Jolla, CA USA ,grid.266100.30000 0001 2107 4242Department of Cellular & Molecular Medicine, University of California San Diego, La Jolla, CA USA ,grid.266100.30000 0001 2107 4242University of California San Diego, Beyster Center for Psychiatric Genomics, La Jolla, CA USA
| | - John R. Yates III
- grid.214007.00000000122199231Department of Molecular Medicine, The Scripps Research Institute, La Jolla, CA USA
| | - Alysson R. Muotri
- grid.266100.30000 0001 2107 4242Department of Cellular & Molecular Medicine, University of California San Diego, La Jolla, CA USA ,grid.266100.30000 0001 2107 4242Department of Pediatrics/Rady Children’s Hospital San Diego, University of California, San Diego, La Jolla, CA USA ,grid.266100.30000 0001 2107 4242University of California San Diego, Kavli Institute for Brain and Mind, La Jolla, CA USA ,Center for Academic Research and Training in Anthropogeny (CARTA), La Jolla, CA USA
| | - Lilia M. Iakoucheva
- grid.266100.30000 0001 2107 4242Department of Psychiatry, University of California San Diego, La Jolla, CA USA
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35
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Rein B, Yan Z. 16p11.2 Copy Number Variations and Neurodevelopmental Disorders. Trends Neurosci 2020; 43:886-901. [PMID: 32993859 DOI: 10.1016/j.tins.2020.09.001] [Citation(s) in RCA: 88] [Impact Index Per Article: 17.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2020] [Revised: 08/16/2020] [Accepted: 09/02/2020] [Indexed: 02/07/2023]
Abstract
Copy number variations (CNVs) of the human 16p11.2 genetic locus are associated with a range of neurodevelopmental disorders, including autism spectrum disorder, intellectual disability, and epilepsy. In this review, we delineate genetic information and diverse phenotypes in individuals with 16p11.2 CNVs, and synthesize preclinical findings from transgenic mouse models of 16p11.2 CNVs. Mice with 16p11.2 deletions or duplications recapitulate many core behavioral phenotypes, including social and cognitive deficits, and exhibit altered synaptic function across various brain areas. Mechanisms of transcriptional dysregulation and cortical maldevelopment are reviewed, along with potential therapeutic intervention strategies.
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Affiliation(s)
- Benjamin Rein
- Department of Physiology and Biophysics, State University of New York at Buffalo, Jacobs School of Medicine and Biomedical Sciences, Buffalo, NY 14214, USA.
| | - Zhen Yan
- Department of Physiology and Biophysics, State University of New York at Buffalo, Jacobs School of Medicine and Biomedical Sciences, Buffalo, NY 14214, USA.
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36
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Dima DC, Adams R, Linden SC, Baird A, Smith J, Foley S, Perry G, Routley BC, Magazzini L, Drakesmith M, Williams N, Doherty J, van den Bree MBM, Owen MJ, Hall J, Linden DEJ, Singh KD. Electrophysiological network alterations in adults with copy number variants associated with high neurodevelopmental risk. Transl Psychiatry 2020; 10:324. [PMID: 32958742 PMCID: PMC7506525 DOI: 10.1038/s41398-020-00998-w] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/03/2020] [Accepted: 09/04/2020] [Indexed: 12/20/2022] Open
Abstract
Rare copy number variants associated with increased risk for neurodevelopmental and psychiatric disorders (referred to as ND-CNVs) are characterized by heterogeneous phenotypes thought to share a considerable degree of overlap. Altered neural integration has often been linked to psychopathology and is a candidate marker for potential convergent mechanisms through which ND-CNVs modify risk; however, the rarity of ND-CNVs means that few studies have assessed their neural correlates. Here, we used magnetoencephalography (MEG) to investigate resting-state oscillatory connectivity in a cohort of 42 adults with ND-CNVs, including deletions or duplications at 22q11.2, 15q11.2, 15q13.3, 16p11.2, 17q12, 1q21.1, 3q29, and 2p16.3, and 42 controls. We observed decreased connectivity between occipital, temporal, and parietal areas in participants with ND-CNVs. This pattern was common across genotypes and not exclusively characteristic of 22q11.2 deletions, which were present in a third of our cohort. Furthermore, a data-driven graph theory framework enabled us to successfully distinguish participants with ND-CNVs from unaffected controls using differences in node centrality and network segregation. Together, our results point to alterations in electrophysiological connectivity as a putative common mechanism through which genetic factors confer increased risk for neurodevelopmental and psychiatric disorders.
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Affiliation(s)
- Diana C Dima
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK.
- Neuroscience and Mental Health Research Institute (NMHRI), Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK.
| | - Rachael Adams
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, CF24 4HQ, UK
| | - Stefanie C Linden
- Neuroscience and Mental Health Research Institute (NMHRI), Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, CF24 4HQ, UK
- MRC Centre for Neuropsychiatric Genetics and Genomics, School of Medicine, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
| | - Alister Baird
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, CF24 4HQ, UK
| | - Jacqueline Smith
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, CF24 4HQ, UK
- MRC Centre for Neuropsychiatric Genetics and Genomics, School of Medicine, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
| | - Sonya Foley
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
| | - Gavin Perry
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
| | - Bethany C Routley
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
| | - Lorenzo Magazzini
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
| | - Mark Drakesmith
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
- Neuroscience and Mental Health Research Institute (NMHRI), Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
| | - Nigel Williams
- Neuroscience and Mental Health Research Institute (NMHRI), Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, CF24 4HQ, UK
- MRC Centre for Neuropsychiatric Genetics and Genomics, School of Medicine, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
| | - Joanne Doherty
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, CF24 4HQ, UK
- MRC Centre for Neuropsychiatric Genetics and Genomics, School of Medicine, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
| | - Marianne B M van den Bree
- Neuroscience and Mental Health Research Institute (NMHRI), Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, CF24 4HQ, UK
- MRC Centre for Neuropsychiatric Genetics and Genomics, School of Medicine, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
| | - Michael J Owen
- Neuroscience and Mental Health Research Institute (NMHRI), Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, CF24 4HQ, UK
- MRC Centre for Neuropsychiatric Genetics and Genomics, School of Medicine, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
| | - Jeremy Hall
- Neuroscience and Mental Health Research Institute (NMHRI), Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, CF24 4HQ, UK
- MRC Centre for Neuropsychiatric Genetics and Genomics, School of Medicine, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
| | - David E J Linden
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
- Neuroscience and Mental Health Research Institute (NMHRI), Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, CF24 4HQ, UK
- MRC Centre for Neuropsychiatric Genetics and Genomics, School of Medicine, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
- School of Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, The Netherlands
| | - Krish D Singh
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, UK
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37
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Leu C, Bautista JF, Sudarsanam M, Niestroj LM, Stefanski A, Ferguson L, Daly MJ, Jehi L, Najm IM, Busch RM, Lal D. Neurological disorder-associated genetic variants in individuals with psychogenic nonepileptic seizures. Sci Rep 2020; 10:15205. [PMID: 32938993 PMCID: PMC7495430 DOI: 10.1038/s41598-020-72101-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2020] [Accepted: 08/24/2020] [Indexed: 12/19/2022] Open
Abstract
Psychogenic nonepileptic seizures (PNES) are diagnosed in approximately 30% of patients referred to tertiary care epilepsy centers. Little is known about the molecular pathology of PNES, much less about possible underlying genetic factors. We generated whole-exome sequencing and whole-genome genotyping data to identify rare, pathogenic (P) or likely pathogenic (LP) variants in 102 individuals with PNES and 448 individuals with focal (FE) or generalized (GE) epilepsy. Variants were classified for all individuals based on the ACMG-AMP 2015 guidelines. For research purposes only, we considered genes associated with neurological or psychiatric disorders as candidate genes for PNES. We observe in this first genetic investigation of PNES that six (5.88%) individuals with PNES without coexistent epilepsy carry P/LP variants (deletions at 10q11.22-q11.23, 10q23.1-q23.2, distal 16p11.2, and 17p13.3, and nonsynonymous variants in NSD1 and GABRA5). Notably, the burden of P/LP variants among the individuals with PNES was similar and not significantly different to the burden observed in the individuals with FE (3.05%) or GE (1.82%) (PNES vs. FE vs. GE (3 × 2 χ2), P = 0.30; PNES vs. epilepsy (2 × 2 χ2), P = 0.14). The presence of variants in genes associated with monogenic forms of neurological and psychiatric disorders in individuals with PNES shows that genetic factors are likely to play a role in PNES or its comorbidities in a subset of individuals. Future large-scale genetic research studies are needed to further corroborate these interesting findings in PNES.
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Affiliation(s)
- Costin Leu
- Genomic Medicine Institute, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, 44195, USA.
- Stanley Center for Psychiatric Research, Broad Institute of Harvard and M.I.T, Cambridge, MA, 02142, USA.
- Department of Clinical and Experimental Epilepsy, Institute of Neurology, University College London, Queen Square, London, WC1N 3BG, UK.
| | - Jocelyn F Bautista
- Epilepsy Center, Neurological Institute, Cleveland Clinic, Cleveland, OH, 44195, USA
- Department of Neurology, Neurological Institute, Cleveland Clinic, Cleveland, OH, 44195, USA
| | - Monica Sudarsanam
- Genomic Medicine Institute, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, 44195, USA
| | - Lisa-Marie Niestroj
- Cologne Center for Genomics (CCG), University of Cologne, Cologne, DE, 50931, USA
| | - Arthur Stefanski
- Genomic Medicine Institute, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, 44195, USA
| | - Lisa Ferguson
- Epilepsy Center, Neurological Institute, Cleveland Clinic, Cleveland, OH, 44195, USA
- Department of Neurology, Neurological Institute, Cleveland Clinic, Cleveland, OH, 44195, USA
- Department of Psychiatry & Psychology, Neurological Institute, Cleveland Clinic, Cleveland, OH, 44195, USA
| | - Mark J Daly
- Stanley Center for Psychiatric Research, Broad Institute of Harvard and M.I.T, Cambridge, MA, 02142, USA
- Institute of Molecular Medicine Finland (FIMM), Helsinki Institute of Life Science (HiLIFE), University of Helsinki, Helsinki, Finland
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, 02114, USA
| | - Lara Jehi
- Epilepsy Center, Neurological Institute, Cleveland Clinic, Cleveland, OH, 44195, USA
- Department of Neurology, Neurological Institute, Cleveland Clinic, Cleveland, OH, 44195, USA
| | - Imad M Najm
- Epilepsy Center, Neurological Institute, Cleveland Clinic, Cleveland, OH, 44195, USA
- Department of Neurology, Neurological Institute, Cleveland Clinic, Cleveland, OH, 44195, USA
| | - Robyn M Busch
- Epilepsy Center, Neurological Institute, Cleveland Clinic, Cleveland, OH, 44195, USA
- Department of Neurology, Neurological Institute, Cleveland Clinic, Cleveland, OH, 44195, USA
- Department of Psychiatry & Psychology, Neurological Institute, Cleveland Clinic, Cleveland, OH, 44195, USA
| | - Dennis Lal
- Genomic Medicine Institute, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, 44195, USA.
- Stanley Center for Psychiatric Research, Broad Institute of Harvard and M.I.T, Cambridge, MA, 02142, USA.
- Epilepsy Center, Neurological Institute, Cleveland Clinic, Cleveland, OH, 44195, USA.
- Cologne Center for Genomics (CCG), University of Cologne, Cologne, DE, 50931, USA.
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The genetic architecture of human brainstem structures and their involvement in common brain disorders. Nat Commun 2020; 11:4016. [PMID: 32782260 PMCID: PMC7421944 DOI: 10.1038/s41467-020-17376-1] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2019] [Accepted: 06/23/2020] [Indexed: 02/07/2023] Open
Abstract
Brainstem regions support vital bodily functions, yet their genetic architectures and involvement in common brain disorders remain understudied. Here, using imaging-genetics data from a discovery sample of 27,034 individuals, we identify 45 brainstem-associated genetic loci, including the first linked to midbrain, pons, and medulla oblongata volumes, and map them to 305 genes. In a replication sample of 7432 participants most of the loci show the same effect direction and are significant at a nominal threshold. We detect genetic overlap between brainstem volumes and eight psychiatric and neurological disorders. In additional clinical data from 5062 individuals with common brain disorders and 11,257 healthy controls, we observe differential volume alterations in schizophrenia, bipolar disorder, multiple sclerosis, mild cognitive impairment, dementia, and Parkinson’s disease, supporting the relevance of brainstem regions and their genetic architectures in common brain disorders. The genetic architecture underlying brainstem regions and how this links to common brain disorders is not well understood. Here, the authors use MRI and GWAS data from 27,034 individuals to identify genetic and morphological brainstem features that influence common brain disorders.
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Brain imaging genomics: influences of genomic variability on the structure and function of the human brain. MED GENET-BERLIN 2020. [DOI: 10.1515/medgen-2020-2007] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Abstract
Brain imaging genomics is an emerging discipline in which genomic and brain imaging data are integrated in order to elucidate the molecular mechanisms that underly brain phenotypes and diseases, including neuropsychiatric disorders. As with all genetic analyses of complex traits and diseases, brain imaging genomics has evolved from small, individual candidate gene investigations towards large, collaborative genome-wide association studies. Recent investigations, mostly population-based, have studied well-powered cohorts comprising tens of thousands of individuals and identified multiple robust associations of single-nucleotide polymorphisms and copy number variants with structural and functional brain phenotypes. Such systematic genomic screens of millions of genetic variants have generated initial insights into the genetic architecture of brain phenotypes and demonstrated that their etiology is polygenic in nature, involving multiple common variants with small effect sizes and rare variants with larger effect sizes. Ongoing international collaborative initiatives are now working to obtain a more complete picture of the underlying biology. As in other complex phenotypes, novel approaches – such as gene–gene interaction, gene–environment interaction, and epigenetic analyses – are being implemented in order to investigate their contribution to the observed phenotypic variability. An important consideration for future research will be the translation of brain imaging genomics findings into clinical practice.
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Koshiyama D, Miura K, Nemoto K, Okada N, Matsumoto J, Fukunaga M, Hashimoto R. Neuroimaging studies within Cognitive Genetics Collaborative Research Organization aiming to replicate and extend works of ENIGMA. Hum Brain Mapp 2020; 43:182-193. [PMID: 32501580 PMCID: PMC8675417 DOI: 10.1002/hbm.25040] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2020] [Revised: 04/10/2020] [Accepted: 05/10/2020] [Indexed: 12/13/2022] Open
Abstract
Reproducibility is one of the most important issues for generalizing the results of clinical research; however, low reproducibility in neuroimaging studies is well known. To overcome this problem, the Enhancing Neuroimaging Genetics through Meta‐Analysis (ENIGMA) consortium, an international neuroimaging consortium, established standard protocols for imaging analysis and employs either meta‐ and mega‐analyses of psychiatric disorders with large sample sizes. The Cognitive Genetics Collaborative Research Organization (COCORO) in Japan promotes neurobiological studies in psychiatry and has successfully replicated and extended works of ENIGMA especially for neuroimaging studies. For example, (a) the ENIGMA consortium showed subcortical regional volume alterations in patients with schizophrenia (n = 2,028) compared to controls (n = 2,540) across 15 cohorts using meta‐analysis. COCORO replicated the volumetric changes in patients with schizophrenia (n = 884) compared to controls (n = 1,680) using the ENIGMA imaging analysis protocol and mega‐analysis. Furthermore, a schizophrenia‐specific leftward asymmetry for the pallidum volume was demonstrated; and (b) the ENIGMA consortium identified white matter microstructural alterations in patients with schizophrenia (n = 1,963) compared to controls (n = 2,359) across 29 cohorts. Using the ENIGMA protocol, a study from COCORO showed similar results in patients with schizophrenia (n = 696) compared to controls (n = 1,506) from 12 sites using mega‐analysis. Moreover, the COCORO study found that schizophrenia, bipolar disorder (n = 211) and autism spectrum disorder (n = 126), but not major depressive disorder (n = 398), share similar white matter microstructural alterations, compared to controls. Further replication and harmonization of the ENIGMA consortium and COCORO will contribute to the generalization of their research findings.
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Affiliation(s)
- Daisuke Koshiyama
- Department of Neuropsychiatry, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
| | - Kenichiro Miura
- Department of Pathology of Mental Diseases, National Institute of Mental Health, National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Kiyotaka Nemoto
- Department of Psychiatry, Faculty of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
| | - Naohiro Okada
- Department of Neuropsychiatry, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan.,International Research Center for Neurointelligence (WPI-IRCN), The University of Tokyo Institutes for Advanced Study (UTIAS), The University of Tokyo, Tokyo, Japan
| | - Junya Matsumoto
- Department of Pathology of Mental Diseases, National Institute of Mental Health, National Center of Neurology and Psychiatry, Tokyo, Japan
| | - Masaki Fukunaga
- Division of Cerebral Integration, National Institute for Physiological Sciences, Okazaki, Aichi, Japan
| | - Ryota Hashimoto
- Department of Pathology of Mental Diseases, National Institute of Mental Health, National Center of Neurology and Psychiatry, Tokyo, Japan
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41
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Drakulic D, Djurovic S, Syed YA, Trattaro S, Caporale N, Falk A, Ofir R, Heine VM, Chawner SJRA, Rodriguez-Moreno A, van den Bree MBM, Testa G, Petrakis S, Harwood AJ. Copy number variants (CNVs): a powerful tool for iPSC-based modelling of ASD. Mol Autism 2020; 11:42. [PMID: 32487215 PMCID: PMC7268297 DOI: 10.1186/s13229-020-00343-4] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2020] [Accepted: 05/04/2020] [Indexed: 02/06/2023] Open
Abstract
Patients diagnosed with chromosome microdeletions or duplications, known as copy number variants (CNVs), present a unique opportunity to investigate the relationship between patient genotype and cell phenotype. CNVs have high genetic penetrance and give a good correlation between gene locus and patient clinical phenotype. This is especially effective for the study of patients with neurodevelopmental disorders (NDD), including those falling within the autism spectrum disorders (ASD). A key question is whether this correlation between genetics and clinical presentation at the level of the patient can be translated to the cell phenotypes arising from the neurodevelopment of patient induced pluripotent stem cells (iPSCs).Here, we examine how iPSCs derived from ASD patients with an associated CNV inform our understanding of the genetic and biological mechanisms underlying the aetiology of ASD. We consider selection of genetically characterised patient iPSCs; use of appropriate control lines; aspects of human neurocellular biology that can capture in vitro the patient clinical phenotype; and current limitations of patient iPSC-based studies. Finally, we consider how future research may be enhanced to maximise the utility of CNV patients for research of pathological mechanisms or therapeutic targets.
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Affiliation(s)
- Danijela Drakulic
- Institute of Molecular Genetics and Genetic Engineering, University of Belgrade, 11042 Belgrade, 152, Serbia
| | - Srdjan Djurovic
- Department of Medical Genetics, Oslo University Hospital, 0424, Oslo, Norway
- NORMENT, Department of Clinical Science, University of Bergen, 5007, Bergen, Norway
| | - Yasir Ahmed Syed
- Neuroscience & Mental Health Research Institute, Cardiff University, Cardiff, CF24 4HQ, UK
| | - Sebastiano Trattaro
- Laboratory of Stem Cell Epigenetics, IEO, European Institute of Oncology, IRCCS, 20146, Milan, Italy
- Department of Oncology and Hemato-oncology, University of Milan, 20122, Milan, Italy
| | - Nicolò Caporale
- Laboratory of Stem Cell Epigenetics, IEO, European Institute of Oncology, IRCCS, 20146, Milan, Italy
- Department of Oncology and Hemato-oncology, University of Milan, 20122, Milan, Italy
| | - Anna Falk
- Department of Neuroscience, Karolinska Institutet, 17177, Stockholm, Sweden
| | - Rivka Ofir
- BGU-iPSC Core Facility, The Regenerative Medicine & Stem Cell (RMSC) Research Center, Ben Gurion University of the Negev, 84105, Beer-Sheva, Israel
| | - Vivi M Heine
- Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Child and Youth Psychiatry, Emma Children's Hospital, Amsterdam UMC, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, 1081, Amsterdam, The Netherlands
| | - Samuel J R A Chawner
- Neuroscience & Mental Health Research Institute, Cardiff University, Cardiff, CF24 4HQ, UK
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, CF24 4HQ, UK
| | - Antonio Rodriguez-Moreno
- Department of Physiology, Anatomy and Cell Biology, University Pablo de Olavide, Ctra. de Utrera, Km 1, 41013, Seville, Spain
| | - Marianne B M van den Bree
- Neuroscience & Mental Health Research Institute, Cardiff University, Cardiff, CF24 4HQ, UK
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, CF24 4HQ, UK
| | - Giuseppe Testa
- Laboratory of Stem Cell Epigenetics, IEO, European Institute of Oncology, IRCCS, 20146, Milan, Italy
- Department of Oncology and Hemato-oncology, University of Milan, 20122, Milan, Italy
- Human Technopole, Via Cristina Belgioioso 171, 20157, Milan, Italy
| | - Spyros Petrakis
- Institute of Applied Biosciences/Centre for Research and Technology Hellas, 57001, Thessaloniki, Greece.
| | - Adrian J Harwood
- Neuroscience & Mental Health Research Institute, Cardiff University, Cardiff, CF24 4HQ, UK.
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Peters T, Nüllig L, Antel J, Naaresh R, Laabs BH, Tegeler L, Amhaouach C, Libuda L, Hinney A, Hebebrand J. The Role of Genetic Variation of BMI, Body Composition, and Fat Distribution for Mental Traits and Disorders: A Look-Up and Mendelian Randomization Study. Front Genet 2020; 11:373. [PMID: 32373164 PMCID: PMC7186862 DOI: 10.3389/fgene.2020.00373] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2019] [Accepted: 03/26/2020] [Indexed: 12/22/2022] Open
Abstract
Anthropometric traits and mental disorders or traits are known to be associated clinically and to show genetic overlap. We aimed to identify genetic variants with relevance for mental disorders/traits and either (i) body mass index (or obesity), (ii) body composition, (and/or) (iii) body fat distribution. We performed a look-up analysis of 1,005 genome-wide significant SNPs for BMI, body composition, and body fat distribution in 15 mental disorders/traits. We identified 40 independent loci with one or more SNPs fulfilling our threshold significance criterion (P < 4.98 × 10-5) for the mental phenotypes. The majority of loci was associated with schizophrenia, educational attainment, and/or intelligence. Fewer associations were found for bipolar disorder, neuroticism, attention deficit/hyperactivity disorder, major depressive disorder, depressive symptoms, and well-being. Unique associations with measures of body fat distribution adjusted for BMI were identified at five loci only. To investigate the potential causality between body fat distribution and schizophrenia, we performed two-sample Mendelian randomization analyses. We found no causal effect of body fat distribution on schizophrenia and vice versa. In conclusion, we identified 40 loci which may contribute to genetic overlaps between mental disorders/traits and BMI and/or shape related phenotypes. The majority of loci identified for body composition overlapped with BMI loci, thus suggesting pleiotropic effects.
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Affiliation(s)
- Triinu Peters
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Lena Nüllig
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Jochen Antel
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Roaa Naaresh
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Björn-Hergen Laabs
- Institute of Medical Biometry and Statistics, University of Lübeck, University Hospital Schleswig-Holstein, Lübeck, Germany
| | - Lisa Tegeler
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Chaima Amhaouach
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Lars Libuda
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Anke Hinney
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Johannes Hebebrand
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
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van der Meer D, Sønderby IE, Kaufmann T, Walters GB, Abdellaoui A, Ames D, Amunts K, Andersson M, Armstrong NJ, Bernard M, Blackburn NB, Blangero J, Boomsma DI, Brodaty H, Brouwer RM, Bülow R, Cahn W, Calhoun VD, Caspers S, Cavalleri GL, Ching CRK, Cichon S, Ciufolini S, Corvin A, Crespo-Facorro B, Curran JE, Dalvie S, Dazzan P, de Geus EJC, de Zubicaray GI, de Zwarte SMC, Delanty N, den Braber A, Desrivieres S, Di Forti M, Doherty JL, Donohoe G, Ehrlich S, Eising E, Espeseth T, Fisher SE, Fladby T, Frei O, Frouin V, Fukunaga M, Gareau T, Glahn DC, Grabe HJ, Groenewold NA, Gústafsson Ó, Haavik J, Haberg AK, Hashimoto R, Hehir-Kwa JY, Hibar DP, Hillegers MHJ, Hoffmann P, Holleran L, Hottenga JJ, Hulshoff Pol HE, Ikeda M, Jacquemont S, Jahanshad N, Jockwitz C, Johansson S, Jönsson EG, Kikuchi M, Knowles EEM, Kwok JB, Le Hellard S, Linden DEJ, Liu J, Lundervold A, Lundervold AJ, Martin NG, Mather KA, Mathias SR, McMahon KL, McRae AF, Medland SE, Moberget T, Moreau C, Morris DW, Mühleisen TW, Murray RM, Nordvik JE, Nyberg L, Olde Loohuis LM, Ophoff RA, Owen MJ, Paus T, Pausova Z, Peralta JM, Pike B, Prieto C, Quinlan EB, Reinbold CS, Reis Marques T, Rucker JJH, Sachdev PS, et alvan der Meer D, Sønderby IE, Kaufmann T, Walters GB, Abdellaoui A, Ames D, Amunts K, Andersson M, Armstrong NJ, Bernard M, Blackburn NB, Blangero J, Boomsma DI, Brodaty H, Brouwer RM, Bülow R, Cahn W, Calhoun VD, Caspers S, Cavalleri GL, Ching CRK, Cichon S, Ciufolini S, Corvin A, Crespo-Facorro B, Curran JE, Dalvie S, Dazzan P, de Geus EJC, de Zubicaray GI, de Zwarte SMC, Delanty N, den Braber A, Desrivieres S, Di Forti M, Doherty JL, Donohoe G, Ehrlich S, Eising E, Espeseth T, Fisher SE, Fladby T, Frei O, Frouin V, Fukunaga M, Gareau T, Glahn DC, Grabe HJ, Groenewold NA, Gústafsson Ó, Haavik J, Haberg AK, Hashimoto R, Hehir-Kwa JY, Hibar DP, Hillegers MHJ, Hoffmann P, Holleran L, Hottenga JJ, Hulshoff Pol HE, Ikeda M, Jacquemont S, Jahanshad N, Jockwitz C, Johansson S, Jönsson EG, Kikuchi M, Knowles EEM, Kwok JB, Le Hellard S, Linden DEJ, Liu J, Lundervold A, Lundervold AJ, Martin NG, Mather KA, Mathias SR, McMahon KL, McRae AF, Medland SE, Moberget T, Moreau C, Morris DW, Mühleisen TW, Murray RM, Nordvik JE, Nyberg L, Olde Loohuis LM, Ophoff RA, Owen MJ, Paus T, Pausova Z, Peralta JM, Pike B, Prieto C, Quinlan EB, Reinbold CS, Reis Marques T, Rucker JJH, Sachdev PS, Sando SB, Schofield PR, Schork AJ, Schumann G, Shin J, Shumskaya E, Silva AI, Sisodiya SM, Steen VM, Stein DJ, Strike LT, Tamnes CK, Teumer A, Thalamuthu A, Tordesillas-Gutiérrez D, Uhlmann A, Úlfarsson MÖ, van 't Ent D, van den Bree MBM, Vassos E, Wen W, Wittfeld K, Wright MJ, Zayats T, Dale AM, Djurovic S, Agartz I, Westlye LT, Stefánsson H, Stefánsson K, Thompson PM, Andreassen OA. Association of Copy Number Variation of the 15q11.2 BP1-BP2 Region With Cortical and Subcortical Morphology and Cognition. JAMA Psychiatry 2020; 77:420-430. [PMID: 31665216 PMCID: PMC6822096 DOI: 10.1001/jamapsychiatry.2019.3779] [Show More Authors] [Citation(s) in RCA: 58] [Impact Index Per Article: 11.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2019] [Accepted: 09/26/2019] [Indexed: 01/04/2023]
Abstract
Importance Recurrent microdeletions and duplications in the genomic region 15q11.2 between breakpoints 1 (BP1) and 2 (BP2) are associated with neurodevelopmental disorders. These structural variants are present in 0.5% to 1.0% of the population, making 15q11.2 BP1-BP2 the site of the most prevalent known pathogenic copy number variation (CNV). It is unknown to what extent this CNV influences brain structure and affects cognitive abilities. Objective To determine the association of the 15q11.2 BP1-BP2 deletion and duplication CNVs with cortical and subcortical brain morphology and cognitive task performance. Design, Setting, and Participants In this genetic association study, T1-weighted brain magnetic resonance imaging were combined with genetic data from the ENIGMA-CNV consortium and the UK Biobank, with a replication cohort from Iceland. In total, 203 deletion carriers, 45 247 noncarriers, and 306 duplication carriers were included. Data were collected from August 2015 to April 2019, and data were analyzed from September 2018 to September 2019. Main Outcomes and Measures The associations of the CNV with global and regional measures of surface area and cortical thickness as well as subcortical volumes were investigated, correcting for age, age2, sex, scanner, and intracranial volume. Additionally, measures of cognitive ability were analyzed in the full UK Biobank cohort. Results Of 45 756 included individuals, the mean (SD) age was 55.8 (18.3) years, and 23 754 (51.9%) were female. Compared with noncarriers, deletion carriers had a lower surface area (Cohen d = -0.41; SE, 0.08; P = 4.9 × 10-8), thicker cortex (Cohen d = 0.36; SE, 0.07; P = 1.3 × 10-7), and a smaller nucleus accumbens (Cohen d = -0.27; SE, 0.07; P = 7.3 × 10-5). There was also a significant negative dose response on cortical thickness (β = -0.24; SE, 0.05; P = 6.8 × 10-7). Regional cortical analyses showed a localization of the effects to the frontal, cingulate, and parietal lobes. Further, cognitive ability was lower for deletion carriers compared with noncarriers on 5 of 7 tasks. Conclusions and Relevance These findings, from the largest CNV neuroimaging study to date, provide evidence that 15q11.2 BP1-BP2 structural variation is associated with brain morphology and cognition, with deletion carriers being particularly affected. The pattern of results fits with known molecular functions of genes in the 15q11.2 BP1-BP2 region and suggests involvement of these genes in neuronal plasticity. These neurobiological effects likely contribute to the association of this CNV with neurodevelopmental disorders.
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Affiliation(s)
- Dennis van der Meer
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- School of Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, the Netherlands
| | - Ida E Sønderby
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Tobias Kaufmann
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - G Bragi Walters
- deCODE Genetics, Reykjavík, Iceland
- Faculty of Medicine, University of Iceland, Reykjavík, Iceland
| | - Abdel Abdellaoui
- Department of Psychiatry, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands
- Department of Biological Psychology and Netherlands Twin Register, VU University Amsterdam, Amsterdam, the Netherlands
| | - David Ames
- University of Melbourne Academic Unit for Psychiatry of Old Age, Kew, Australia
- National Ageing Research Institute, Parkville, Australia
| | - Katrin Amunts
- Institute of Neuroscience and Medicine, Research Centre Juelich, Juelich, Germany
- C. and O. Vogt Institute for Brain Research, Medical Faculty, Heinrich Heine University Duesseldorf, Duesseldorf, Germany
- JARA-BRAIN, Juelich-Aachen Research Alliance, Juelich, Germany
| | - Micael Andersson
- Umeå Centre for Functional Brain Imaging, Umeå University, Umeå, Sweden
- Department of Integrative Medical Biology, Umeå University, Umeå, Sweden
| | | | - Manon Bernard
- Research Institute, Hospital for Sick Children, Toronto, Ontario, Canada
| | - Nicholas B Blackburn
- South Texas Diabetes and Obesity Institute, Department of Human Genetics, School of Medicine, University of Texas Rio Grande Valley, Brownsville
| | - John Blangero
- South Texas Diabetes and Obesity Institute, Department of Human Genetics, School of Medicine, University of Texas Rio Grande Valley, Brownsville
| | - Dorret I Boomsma
- Department of Biological Psychology and Netherlands Twin Register, VU University Amsterdam, Amsterdam, the Netherlands
- Amsterdam Neuroscience, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, VU Medical Center, Amsterdam, the Netherlands
| | - Henry Brodaty
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
- Dementia Centre for Research Collaboration, School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Rachel M Brouwer
- Department of Psychiatry, UMC Brain Center, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Robin Bülow
- Department of Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany
| | - Wiepke Cahn
- Department of Psychiatry, UMC Brain Center, University Medical Center Utrecht, Utrecht, the Netherlands
- Altrecht Science, Utrecht, the Netherlands
| | - Vince D Calhoun
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, Emory University, Atlanta
- The Department of Electrical and Computer Engineering, University of New Mexico, Albuquerque
| | - Svenja Caspers
- Institute of Neuroscience and Medicine, Research Centre Juelich, Juelich, Germany
- JARA-BRAIN, Juelich-Aachen Research Alliance, Juelich, Germany
- Institute for Anatomy I, Medical Faculty, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Gianpiero L Cavalleri
- The School of Pharmacy and Biomolecular Sciences, The Royal College of Surgeons in Ireland, Dublin, Ireland
- The SFI FutureNeuro Research Centre, Dublin, Ireland
| | - Christopher R K Ching
- Interdepartmental Neuroscience Program, University of California, Los Angeles
- Imaging Genetics Center, Mark and Mary Stevens Institute for Neuroimaging and Informatics, University of Southern California, Los Angeles
| | - Sven Cichon
- Institute of Neuroscience and Medicine, Research Centre Juelich, Juelich, Germany
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | - Simone Ciufolini
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Aiden Corvin
- Department of Psychiatry and Neuropsychiatric Genetics Research Group, Institute of Molecular Medicine, Trinity College Dublin, Dublin, Ireland
| | - Benedicto Crespo-Facorro
- University Hospital Marqués de Valdecilla, IdahoIVAL, Centre de Investigación Biomédica en Red Salud Mental (CIBERSAM), Santander, Spain
- University Hospital Virgen del Rocío, IBiS, Centre de Investigación Biomédica en Red Salud Mental (CIBERSAM), Sevilla, Spain
| | - Joanne E Curran
- South Texas Diabetes and Obesity Institute, Department of Human Genetics, School of Medicine, University of Texas Rio Grande Valley, Brownsville
| | - Shareefa Dalvie
- Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, Western Cape, South Africa
| | - Paola Dazzan
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Eco J C de Geus
- Department of Biological Psychology and Netherlands Twin Register, VU University Amsterdam, Amsterdam, the Netherlands
- Amsterdam Neuroscience, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, VU Medical Center, Amsterdam, the Netherlands
| | - Greig I de Zubicaray
- Faculty of Health and Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, Australia
| | - Sonja M C de Zwarte
- Department of Psychiatry, UMC Brain Center, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Norman Delanty
- The SFI FutureNeuro Research Centre, Dublin, Ireland
- Beaumont Hospital, Dublin, Ireland
| | - Anouk den Braber
- Department of Biological Psychology and Netherlands Twin Register, VU University Amsterdam, Amsterdam, the Netherlands
- Amsterdam Neuroscience, Amsterdam, the Netherlands
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, VU Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
| | - Sylvane Desrivieres
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Marta Di Forti
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Joanne L Doherty
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
- Cardiff University Brain Research Imaging Centre School of Psychology, Cardiff University, Cardiff, United Kingdom
| | - Gary Donohoe
- Centre for Neuroimaging and Cognitive Genomics, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Galway, Ireland
| | - Stefan Ehrlich
- Psychological and Social Medicine, Faculty of Medicine, Dresden University of Technology, Dresden, Germany
| | - Else Eising
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands
| | | | - Simon E Fisher
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Tormod Fladby
- Akershus University Hospital, Lorenskog, Norway
- University of Oslo, Lorenskog, Norway
| | - Oleksandr Frei
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Vincent Frouin
- Neurospin, Le Commissariat à l'énergie atomique et aux énergies alternatives, Université Paris-Saclay, Gif-sur-Yvette, France
| | - Masaki Fukunaga
- Division of Cerebral Integration, National Institute for Physiological Sciences, Okazaki, Japan
- Department of Life Science, Sokendai, Hayama, Japan
| | - Thomas Gareau
- Neurospin, Le Commissariat à l'énergie atomique et aux énergies alternatives, Université Paris-Saclay, Gif-sur-Yvette, France
| | - David C Glahn
- Boston Children's Hospital, Boston, Massachusetts
- Institute of Living, Hartford, Connecticut
- Harvard Medical School, Boston, Massachusetts
| | - Hans J Grabe
- Department of Psychiatry and Psychotherapy, Greifswald, Germany
- German Center of Neurodegenerative Diseases (DZNE), Rostock/Greifswald, Greifswald, Germany
| | - Nynke A Groenewold
- Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, Western Cape, South Africa
| | | | - Jan Haavik
- Department of Biomedicine, University of Bergen, Bergen, Norway
- Division of Psychiatry, Haukeland University Hospital, Bergen, Norway
| | - Asta K Haberg
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology, Trondheim, Norway
- St Olav's Hospital, Department of Radiology and Nuclear Medicine, Trondheim, Norway
| | - Ryota Hashimoto
- Department of Pathology of Mental Diseases, National Institute of Mental Health, National Center of Neurology and Psychiatry, Kodaira, Japan
- Osaka University, Osaka, Japan
| | - Jayne Y Hehir-Kwa
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | | | - Manon H J Hillegers
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus MC-Sophia's Children's Hospital, Rotterdam, the Netherlands
| | - Per Hoffmann
- Institute of Human Genetics, University of Bonn Medical School, Bonn, Germany
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | - Laurena Holleran
- Centre for Neuroimaging and Cognitive Genomics, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Galway, Ireland
| | - Jouke-Jan Hottenga
- Department of Biological Psychology and Netherlands Twin Register, VU University Amsterdam, Amsterdam, the Netherlands
- Amsterdam Neuroscience, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, VU Medical Center, Amsterdam, the Netherlands
| | - Hilleke E Hulshoff Pol
- Department of Psychiatry, UMC Brain Center, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Masashi Ikeda
- Department of Psychiatry, Fujita Health University School of Medicine, Toyoake, Japan
| | - Sébastien Jacquemont
- Sainte Justine Hospital Research Center, Montreal, Quebec, Canada
- Department of Pediatrics, University of Montreal, Montreal, Quebec, Canada
| | - Neda Jahanshad
- Imaging Genetics Center, Mark and Mary Stevens Institute for Neuroimaging and Informatics, University of Southern California, Los Angeles
| | - Christiane Jockwitz
- Institute of Neuroscience and Medicine, Research Centre Juelich, Juelich, Germany
- Department of Psychiatry, Psychotherapy and Psychosomatics, RWTH Aachen University, Medical Faculty, Aachen, Germany
| | - Stefan Johansson
- Department of Clinical Science, University of Bergen, Bergen, Norway
- Department of Medical Genetics, Haukeland University Hospital, Bergen, Norway
| | - Erik G Jönsson
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Centre for Psychiatric Research, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Masataka Kikuchi
- Department of Genome Informatics, Graduate School of Medicine, Osaka University, Osaka, Japan
| | - Emma E M Knowles
- Boston Children's Hospital, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| | - John B Kwok
- The University of Sydney Central Clinical School, Sydney, Australia
- School of Medical Sciences, University of New South Wales, Sydney, Australia
| | - Stephanie Le Hellard
- Norwegian Centre for Mental Disorders Research, Department of Clinical Science, University of Bergen, Bergen, Norway
- Dr Einar Martens Research Group for Biological Psychiatry, Department of Medical Genetics, Haukeland University Hospital, Bergen, Norway
| | - David E J Linden
- School of Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, the Netherlands
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
| | - Jingyu Liu
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, Emory University, Atlanta
| | - Arvid Lundervold
- Department of Biomedicine, University of Bergen, Bergen, Norway
- Mohn Medical Imaging and Visualization Centre, Department of Radiology, Haukeland University Hospital, Bergen, Norway
| | - Astri J Lundervold
- Department of Biological and Medical Psychology, University of Bergen, Bergen, Norway
| | - Nicholas G Martin
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Karen A Mather
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
- Neuroscience Research Australia, Randwick, Australia
| | - Samuel R Mathias
- Boston Children's Hospital, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| | - Katie L McMahon
- Herston Imaging Research Facility and School of Clinical Sciences, Queensland University of Technology, Brisbane, Australia
| | - Allan F McRae
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Australia
- Queensland Brain Institute, The University of Queensland, Brisbane, Australia
| | - Sarah E Medland
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Torgeir Moberget
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Clara Moreau
- Sainte Justine Hospital Research Center, Montreal, Quebec, Canada
- Centre de recherche de l'Institut universitaire de gériatrie de Montréal, Montreal, Quebec, Canada
| | - Derek W Morris
- Centre for Neuroimaging and Cognitive Genomics, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Galway, Ireland
| | - Thomas W Mühleisen
- Institute of Neuroscience and Medicine, Research Centre Juelich, Juelich, Germany
- C. and O. Vogt Institute for Brain Research, Medical Faculty, Heinrich Heine University Duesseldorf, Duesseldorf, Germany
- Department of Biomedicine, University of Basel, Basel, Switzerland
| | - Robin M Murray
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | | | - Lars Nyberg
- Umeå Centre for Functional Brain Imaging, Umeå University, Umeå, Sweden
- Department of Integrative Medical Biology, Umeå University, Umeå, Sweden
- Department of Radiation Sciences, Umeå University, Umeå, Sweden
| | | | - Roel A Ophoff
- Center for Neurobehavioral Genetics, University of California, Los Angeles
| | - Michael J Owen
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
| | - Tomas Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto, Ontario, Canada
- Physiology and Nutritional Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Zdenka Pausova
- Research Institute, Hospital for Sick Children, Toronto, Ontario, Canada
- Physiology and Nutritional Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Juan M Peralta
- South Texas Diabetes and Obesity Institute, Department of Human Genetics, School of Medicine, University of Texas Rio Grande Valley, Brownsville
| | - Bruce Pike
- Department of Radiology, University of Calgary, Calgary, Alberta, Canada
| | - Carlos Prieto
- Bioinformatics Service, Nucleus, University of Salamanca, Salamanca, Spain
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Céline S Reinbold
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
- Department of Psychology, University of Oslo, Oslo, Norway
| | - Tiago Reis Marques
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
- Psychiatric Imaging Group, MRC London Institute of Medical Sciences, Imperial College London, London, United Kingdom
| | - James J H Rucker
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Perminder S Sachdev
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
- Neuropsychiatric Institute, The Prince of Wales Hospital, Sydney, Australia
| | - Sigrid B Sando
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology, Trondheim, Norway
- Department of Neurology, University Hospital of Trondheim, Trondheim, Norway
| | - Peter R Schofield
- School of Medical Sciences, University of New South Wales, Sydney, Australia
- Neuroscience Research Australia, Sydney, Australia
| | | | - Gunter Schumann
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Jean Shin
- Research Institute, Hospital for Sick Children, Toronto, Ontario, Canada
- Physiology and Nutritional Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Elena Shumskaya
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Ana I Silva
- Cardiff University Brain Research Imaging Centre School of Psychology, Cardiff University, Cardiff, United Kingdom
- Neuroscience and Mental Health Research Institute, Cardiff, United Kingdom
| | - Sanjay M Sisodiya
- Department of Clinical and Experimental Epilepsy, UCL Queen Square Institute of Neurology and Chalfont Centre for Epilepsy, London, United Kingdom
| | - Vidar M Steen
- Norwegian Centre for Mental Disorders Research, Department of Clinical Science, University of Bergen, Bergen, Norway
- Dr Einar Martens Research Group for Biological Psychiatry, Department of Medical Genetics, Haukeland University Hospital, Bergen, Norway
| | - Dan J Stein
- Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, Western Cape, South Africa
- South African Medical Research Council Unit on Risk and Resilience in Mental Disorders, Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Lachlan T Strike
- Queensland Brain Institute, The University of Queensland, Brisbane, Australia
| | - Christian K Tamnes
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- PROMENTA Research Center, Department of Psychology, University of Oslo, Oslo, Norway
- Department of Psychiatry, Diakonhjemmet Hospital, Oslo, Norway
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Anbupalam Thalamuthu
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Diana Tordesillas-Gutiérrez
- Neuroimaging Unit, Technological Facilities, Valdecilla Biomedical Research Institute, IdahoIVAL, Santander, Spain
| | - Anne Uhlmann
- Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, Western Cape, South Africa
| | - Magnús Ö Úlfarsson
- deCODE Genetics, Reykjavík, Iceland
- Faculty of Electrical and Computer Engineering, University of Iceland, Reykjavík, Iceland
| | - Dennis van 't Ent
- Department of Biological Psychology and Netherlands Twin Register, VU University Amsterdam, Amsterdam, the Netherlands
- Amsterdam Neuroscience, Amsterdam, the Netherlands
| | - Marianne B M van den Bree
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
- School of Medicine, Cardiff University, Cardiff, United Kingdom
| | - Evangelos Vassos
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
- National Institute for Health Research, Mental Health Biomedical Research Centre, South London and Maudsley National Health Service Foundation Trust and King's College London, London, United Kingdom
| | - Wei Wen
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Katharina Wittfeld
- Department of Psychiatry and Psychotherapy, Greifswald, Germany
- German Center of Neurodegenerative Diseases (DZNE), Rostock/Greifswald, Greifswald, Germany
| | - Margaret J Wright
- Queensland Brain Institute, The University of Queensland, Brisbane, Australia
| | - Tetyana Zayats
- Department of Biomedicine, University of Bergen, Bergen, Norway
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Boston, Massachusetts
| | - Anders M Dale
- Center for Multimodal Imaging and Genetics, University of California, San Diego
| | - Srdjan Djurovic
- Norwegian Centre for Mental Disorders Research, Department of Clinical Science, University of Bergen, Bergen, Norway
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway
| | - Ingrid Agartz
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Medical Genetics, Haukeland University Hospital, Bergen, Norway
- Department of Psychiatry, Diakonhjemmet Hospital, Oslo, Norway
| | - Lars T Westlye
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
| | | | - Kári Stefánsson
- deCODE Genetics, Reykjavík, Iceland
- Faculty of Medicine, University of Iceland, Reykjavík, Iceland
| | - Paul M Thompson
- Imaging Genetics Center, Mark and Mary Stevens Institute for Neuroimaging and Informatics, University of Southern California, Los Angeles
| | - Ole A Andreassen
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
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Thompson PM, Jahanshad N, Ching CRK, Salminen LE, Thomopoulos SI, Bright J, Baune BT, Bertolín S, Bralten J, Bruin WB, Bülow R, Chen J, Chye Y, Dannlowski U, de Kovel CGF, Donohoe G, Eyler LT, Faraone SV, Favre P, Filippi CA, Frodl T, Garijo D, Gil Y, Grabe HJ, Grasby KL, Hajek T, Han LKM, Hatton SN, Hilbert K, Ho TC, Holleran L, Homuth G, Hosten N, Houenou J, Ivanov I, Jia T, Kelly S, Klein M, Kwon JS, Laansma MA, Leerssen J, Lueken U, Nunes A, Neill JO, Opel N, Piras F, Piras F, Postema MC, Pozzi E, Shatokhina N, Soriano-Mas C, Spalletta G, Sun D, Teumer A, Tilot AK, Tozzi L, van der Merwe C, Van Someren EJW, van Wingen GA, Völzke H, Walton E, Wang L, Winkler AM, Wittfeld K, Wright MJ, Yun JY, Zhang G, Zhang-James Y, Adhikari BM, Agartz I, Aghajani M, Aleman A, Althoff RR, Altmann A, Andreassen OA, Baron DA, Bartnik-Olson BL, Marie Bas-Hoogendam J, Baskin-Sommers AR, Bearden CE, Berner LA, Boedhoe PSW, Brouwer RM, Buitelaar JK, Caeyenberghs K, Cecil CAM, Cohen RA, Cole JH, Conrod PJ, De Brito SA, de Zwarte SMC, Dennis EL, Desrivieres S, Dima D, Ehrlich S, Esopenko C, Fairchild G, Fisher SE, Fouche JP, Francks C, et alThompson PM, Jahanshad N, Ching CRK, Salminen LE, Thomopoulos SI, Bright J, Baune BT, Bertolín S, Bralten J, Bruin WB, Bülow R, Chen J, Chye Y, Dannlowski U, de Kovel CGF, Donohoe G, Eyler LT, Faraone SV, Favre P, Filippi CA, Frodl T, Garijo D, Gil Y, Grabe HJ, Grasby KL, Hajek T, Han LKM, Hatton SN, Hilbert K, Ho TC, Holleran L, Homuth G, Hosten N, Houenou J, Ivanov I, Jia T, Kelly S, Klein M, Kwon JS, Laansma MA, Leerssen J, Lueken U, Nunes A, Neill JO, Opel N, Piras F, Piras F, Postema MC, Pozzi E, Shatokhina N, Soriano-Mas C, Spalletta G, Sun D, Teumer A, Tilot AK, Tozzi L, van der Merwe C, Van Someren EJW, van Wingen GA, Völzke H, Walton E, Wang L, Winkler AM, Wittfeld K, Wright MJ, Yun JY, Zhang G, Zhang-James Y, Adhikari BM, Agartz I, Aghajani M, Aleman A, Althoff RR, Altmann A, Andreassen OA, Baron DA, Bartnik-Olson BL, Marie Bas-Hoogendam J, Baskin-Sommers AR, Bearden CE, Berner LA, Boedhoe PSW, Brouwer RM, Buitelaar JK, Caeyenberghs K, Cecil CAM, Cohen RA, Cole JH, Conrod PJ, De Brito SA, de Zwarte SMC, Dennis EL, Desrivieres S, Dima D, Ehrlich S, Esopenko C, Fairchild G, Fisher SE, Fouche JP, Francks C, Frangou S, Franke B, Garavan HP, Glahn DC, Groenewold NA, Gurholt TP, Gutman BA, Hahn T, Harding IH, Hernaus D, Hibar DP, Hillary FG, Hoogman M, Hulshoff Pol HE, Jalbrzikowski M, Karkashadze GA, Klapwijk ET, Knickmeyer RC, Kochunov P, Koerte IK, Kong XZ, Liew SL, Lin AP, Logue MW, Luders E, Macciardi F, Mackey S, Mayer AR, McDonald CR, McMahon AB, Medland SE, Modinos G, Morey RA, Mueller SC, Mukherjee P, Namazova-Baranova L, Nir TM, Olsen A, Paschou P, Pine DS, Pizzagalli F, Rentería ME, Rohrer JD, Sämann PG, Schmaal L, Schumann G, Shiroishi MS, Sisodiya SM, Smit DJA, Sønderby IE, Stein DJ, Stein JL, Tahmasian M, Tate DF, Turner JA, van den Heuvel OA, van der Wee NJA, van der Werf YD, van Erp TGM, van Haren NEM, van Rooij D, van Velzen LS, Veer IM, Veltman DJ, Villalon-Reina JE, Walter H, Whelan CD, Wilde EA, Zarei M, Zelman V. ENIGMA and global neuroscience: A decade of large-scale studies of the brain in health and disease across more than 40 countries. Transl Psychiatry 2020; 10:100. [PMID: 32198361 PMCID: PMC7083923 DOI: 10.1038/s41398-020-0705-1] [Show More Authors] [Citation(s) in RCA: 355] [Impact Index Per Article: 71.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/03/2019] [Revised: 12/11/2019] [Accepted: 12/20/2019] [Indexed: 02/07/2023] Open
Abstract
This review summarizes the last decade of work by the ENIGMA (Enhancing NeuroImaging Genetics through Meta Analysis) Consortium, a global alliance of over 1400 scientists across 43 countries, studying the human brain in health and disease. Building on large-scale genetic studies that discovered the first robustly replicated genetic loci associated with brain metrics, ENIGMA has diversified into over 50 working groups (WGs), pooling worldwide data and expertise to answer fundamental questions in neuroscience, psychiatry, neurology, and genetics. Most ENIGMA WGs focus on specific psychiatric and neurological conditions, other WGs study normal variation due to sex and gender differences, or development and aging; still other WGs develop methodological pipelines and tools to facilitate harmonized analyses of "big data" (i.e., genetic and epigenetic data, multimodal MRI, and electroencephalography data). These international efforts have yielded the largest neuroimaging studies to date in schizophrenia, bipolar disorder, major depressive disorder, post-traumatic stress disorder, substance use disorders, obsessive-compulsive disorder, attention-deficit/hyperactivity disorder, autism spectrum disorders, epilepsy, and 22q11.2 deletion syndrome. More recent ENIGMA WGs have formed to study anxiety disorders, suicidal thoughts and behavior, sleep and insomnia, eating disorders, irritability, brain injury, antisocial personality and conduct disorder, and dissociative identity disorder. Here, we summarize the first decade of ENIGMA's activities and ongoing projects, and describe the successes and challenges encountered along the way. We highlight the advantages of collaborative large-scale coordinated data analyses for testing reproducibility and robustness of findings, offering the opportunity to identify brain systems involved in clinical syndromes across diverse samples and associated genetic, environmental, demographic, cognitive, and psychosocial factors.
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Affiliation(s)
- Paul M Thompson
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA.
| | - Neda Jahanshad
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Christopher R K Ching
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Lauren E Salminen
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Sophia I Thomopoulos
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Joanna Bright
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Bernhard T Baune
- Department of Psychiatry, University of Münster, Münster, Germany
- Department of Psychiatry, The University of Melbourne, Melbourne, VIC, Australia
- The Florey Institute of Neuroscience and Mental Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Sara Bertolín
- Department of Psychiatry, Bellvitge University Hospital, Bellvitge Biomedical Research Institute-IDIBELL, Barcelona, Spain
| | - Janita Bralten
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
| | - Willem B Bruin
- Department of Psychiatry, Amsterdam UMC, University of Amsterdam, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Robin Bülow
- Institute for Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany
| | - Jian Chen
- Department of Computer Science and Engineering, The Ohio State University, Columbus, OH, USA
| | - Yann Chye
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton, VIC, Australia
| | - Udo Dannlowski
- Department of Psychiatry, University of Münster, Münster, Germany
| | - Carolien G F de Kovel
- Biometris Wageningen University and Research, Wageningen, The Netherlands
- Language & Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
| | - Gary Donohoe
- The Center for Neuroimaging and Cognitive Genomics, School of Psychology, National University of Ireland, Galway, Ireland
| | - Lisa T Eyler
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
- Desert-Pacific Mental Illness Research, Education, and Clinical Center, VA San Diego Healthcare System, San Diego, CA, USA
| | - Stephen V Faraone
- Departments of Psychiatry and of Neuroscience and Physiology, SUNY Upstate Medical University, Syracuse, NY, USA
| | - Pauline Favre
- INSERM Unit 955 Team 15 'Translational Psychiatry', Créteil, France
- NeuroSpin, UNIACT Lab, Psychiatry Team, CEA Saclay, Gif-Sur-Yvette, France
| | - Courtney A Filippi
- National Institute of Mental Health, National of Health, Bethesda, MD, USA
| | - Thomas Frodl
- Department of Psychiatry and Psychotherapy, Otto von Guericke University Magdeburg, Magdeburg, Germany
- Department of Psychiatry, Trinity College Dublin, Dublin, Ireland
- German Center for Neurodegenerative Diseases (DZNE), Magdeburg, Germany
| | - Daniel Garijo
- Information Sciences Institute, University of Southern California, Marina del Rey, CA, USA
| | - Yolanda Gil
- Information Sciences Institute, University of Southern California, Marina del Rey, CA, USA
- Department of Computer Science, University of Southern California, Los Angeles, CA, USA
| | - Hans J Grabe
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
- German Center for Neurodegenerative Diseases (DZNE), Site Rostock/Greifswald, Greifswald, Germany
| | - Katrina L Grasby
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Tomas Hajek
- Department of Psychiatry, Dalhousie University, Halifax, NS, Canada
- National Institute of Mental Health, Klecany, Czech Republic
| | - Laura K M Han
- Department of Psychiatry, Amsterdam University Medical Centers, VU University Medical Center, GGZ inGeest, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Sean N Hatton
- Center for Multimodal Imaging and Genetics, University of California, San Diego, La Jolla, CA, USA
- Brain and Mind Centre, University of Sydney, Sydney, Australia
| | - Kevin Hilbert
- Department of Psychology, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Tiffany C Ho
- Department of Psychiatry & Behavioral Sciences, Stanford University, Stanford, CA, USA
- Department of Psychiatry & Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
| | - Laurena Holleran
- The Center for Neuroimaging and Cognitive Genomics, School of Psychology, National University of Ireland, Galway, Ireland
| | - Georg Homuth
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Norbert Hosten
- Institute for Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany
| | - Josselin Houenou
- INSERM Unit 955 Team 15 'Translational Psychiatry', Créteil, France
- NeuroSpin, UNIACT Lab, Psychiatry Team, CEA Saclay, Gif-Sur-Yvette, France
- APHP, Mondor University Hospitals, School of Medicine, DMU Impact, Psychiatry Department, Créteil, France
| | - Iliyan Ivanov
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Tianye Jia
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China
- MOE Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China
- Centre for Population Neuroscience and Precision Medicine (PONS), MRC SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Sinead Kelly
- Department of Psychiatry, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
- Department of Psychiatry, Brigham and Women's Hospital, Boston, MA, USA
| | - Marieke Klein
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
- Department of Psychiatry, UMC Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Jun Soo Kwon
- Department of Psychiatry, Seoul National University College of Medicine, Seoul, Republic of Korea
- Department of Brain and Cognitive Sciences, Seoul National University College of Natural Sciences, Seoul, Republic of Korea
| | - Max A Laansma
- Department of Anatomy & Neurosciences, Amsterdam UMC, Location VUmc, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Jeanne Leerssen
- Department of Sleep and Cognition, Netherlands Institute for Neuroscience, Amsterdam, The Netherlands
| | - Ulrike Lueken
- Department of Psychology, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Abraham Nunes
- Department of Psychiatry, Dalhousie University, Halifax, NS, Canada
- Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada
| | - Joseph O' Neill
- Child & Adolescent Psychiatry, University of California, Los Angeles, Los Angeles, CA, USA
| | - Nils Opel
- Department of Psychiatry, University of Münster, Münster, Germany
| | - Fabrizio Piras
- Laboratory of Neuropsychiatry, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Federica Piras
- Laboratory of Neuropsychiatry, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Merel C Postema
- Language & Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
| | - Elena Pozzi
- Melbourne Neuropsychiatry Centre, Department of Psychiatry, The University of Melbourne, Melbourne, VIC, Australia
- Orygen, The National Centre of Excellence in Youth Mental Health, Melbourne, VIC, Australia
| | - Natalia Shatokhina
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Carles Soriano-Mas
- Department of Psychiatry, Bellvitge University Hospital, Bellvitge Biomedical Research Institute-IDIBELL, Barcelona, Spain
- CIBERSAM-G17, Madrid, Spain
- Department of Psychobiology and Methodology in Health Sciences, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Gianfranco Spalletta
- Laboratory of Neuropsychiatry, IRCCS Santa Lucia Foundation, Rome, Italy
- Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA
| | - Daqiang Sun
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Mental Health, Veterans Affairs Greater Los Angeles Healthcare System, Los Angeles, CA, USA
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Amanda K Tilot
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Leonardo Tozzi
- Department of Psychiatry & Behavioral Sciences, Stanford University, Stanford, CA, USA
| | - Celia van der Merwe
- Stanley Center for Psychiatric Research, The Broad Institute, Cambridge, MA, USA
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Eus J W Van Someren
- Department of Sleep and Cognition, Netherlands Institute for Neuroscience, Amsterdam, The Netherlands
- Psychiatry and Integrative Neurophysiology, VU University, Amsterdam UMC, Amsterdam, The Netherlands
| | - Guido A van Wingen
- Department of Psychiatry, Amsterdam UMC, University of Amsterdam, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
- German Centre for Cardiovascular Research, Partner Site Greifswald, Greifswald, Germany
| | - Esther Walton
- Department of Psychology, University of Bath, Bath, UK
| | - Lei Wang
- Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Radiology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Anderson M Winkler
- National Institute of Mental Health, National of Health, Bethesda, MD, USA
| | - Katharina Wittfeld
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
- German Center for Neurodegenerative Diseases (DZNE), Site Rostock/Greifswald, Greifswald, Germany
| | - Margaret J Wright
- Queensland Brain Institute, University of Queensland, Brisbane, QLD, Australia
- Centre for Advanced Imaging, University of Queensland, Brisbane, QLD, Australia
| | - Je-Yeon Yun
- Seoul National University Hospital, Seoul, Republic of Korea
- Yeongeon Student Support Center, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Guohao Zhang
- Department of Computer Science and Electrical Engineering, University of Maryland, Baltimore County, MD, USA
| | - Yanli Zhang-James
- Departments of Psychiatry and of Neuroscience and Physiology, SUNY Upstate Medical University, Syracuse, NY, USA
- Department of Psychiatry and Behavioral Sciences, SUNY Upstate Medical University, Syracuse, NY, USA
| | - Bhim M Adhikari
- Department of Psychiatry, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Ingrid Agartz
- Norwegian Centre for Mental Disorders Research (NORMENT), Division of Mental Health & Addiction, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Clinical Neuroscience, Centre for Psychiatric Research, Karolinska Institutet, Stockholm, Sweden
- Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway
| | - Moji Aghajani
- Department of Psychiatry, Amsterdam UMC, Location VUmc, Amsterdam Neuroscience, Amsterdam, The Netherlands
- Department of Research & Innovation, GGZ InGeest, Amsterdam, The Netherlands
| | - André Aleman
- University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Robert R Althoff
- Psychiatry, Pediatrics, and Psychological Sciences, University of Vermont, Burlington, VT, USA
| | - Andre Altmann
- Centre for Medical Image Computing (CMIC), Department of Medical Physics and Biomedical Engineering, University College London, London, UK
| | - Ole A Andreassen
- Norwegian Centre for Mental Disorders Research (NORMENT), Division of Mental Health & Addiction, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - David A Baron
- Provost and Senior Vice President, Western University of Health Sciences, Pomona, CA, USA
| | | | - Janna Marie Bas-Hoogendam
- Institute of Psychology, Leiden University, Leiden, The Netherlands
- Department of Psychiatry, Leiden University Medical Center, Leiden, The Netherlands
- Leiden Institute for Brain and Cognition, Leiden, The Netherlands
| | | | - Carrie E Bearden
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Psychology, University of California, Los Angeles, CA, USA
| | - Laura A Berner
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Premika S W Boedhoe
- Department of Psychiatry, Amsterdam UMC, Location VUmc, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Rachel M Brouwer
- Department of Psychiatry, UMC Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Jan K Buitelaar
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Karen Caeyenberghs
- Cognitive Neuroscience Unit, School of Psychology, Deakin University, Burwood, VIC, Australia
| | - Charlotte A M Cecil
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus Medical Centre, Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus Medical Centre, Rotterdam, The Netherlands
| | - Ronald A Cohen
- Center for Cognitive Aging and Memory, University of Florida, Gainesville, FL, USA
- Clinical and Health Psychology, Gainesville, FL, USA
| | - James H Cole
- Centre for Medical Image Computing (CMIC), Department of Computer Science, University College London, London, UK
- Dementia Research Centre, Institute of Neurology, University College London, London, UK
| | - Patricia J Conrod
- Universite de Montreal, Centre de Recherche CHU Ste-Justine, Montreal, QC, Canada
| | - Stephane A De Brito
- School of Psychology and Centre for Human Brain Health, University of Birmingham, Birmingham, UK
| | - Sonja M C de Zwarte
- Department of Psychiatry, UMC Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Emily L Dennis
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
- Department of Neurology, University of Utah, Salt Lake City, UT, USA
- Psychiatry Neuroimaging Laboratory, Brigham & Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Sylvane Desrivieres
- Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Danai Dima
- Department of Psychology, School of Arts and Social Sciences, City, University of London, London, UK
- Department of Neuroimaging, Institute of Psychology, Psychiatry and Neurosciences, King's College London, London, UK
| | - Stefan Ehrlich
- Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, TU Dresden, Dresden, Germany
| | - Carrie Esopenko
- Department of Rehabilitation and Movement Sciences, School of Health Professions, Rutgers Biomedical Health Sciences, Newark, NJ, USA
| | | | - Simon E Fisher
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
- Language & Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
| | - Jean-Paul Fouche
- Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa
- SU/UCT MRC Unit on Risk & Resilience in Mental Disorders, University of Stellenbosch, Stellenbosch, South Africa
| | - Clyde Francks
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
- Language & Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
| | - Sophia Frangou
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- University of British Columbia, Vancouver, Canada
| | - Barbara Franke
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
- Department of Psychiatry, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Hugh P Garavan
- Department of Psychiatry, University of Vermont, Burlington, VT, USA
| | - David C Glahn
- Department of Psychiatry, Boston Children's Hospital and Harvard Medical School, Boston, MA, USA
- Olin Neuropsychiatric Research Center, Institute of Living, Hartford, CT, USA
| | - Nynke A Groenewold
- Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa
| | - Tiril P Gurholt
- Norwegian Centre for Mental Disorders Research (NORMENT), Division of Mental Health & Addiction, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Boris A Gutman
- Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, USA
- Institute for Information Transmission Problems, Kharkevich Institute, Moscow, Russian Federation
| | - Tim Hahn
- Department of Psychiatry, University of Münster, Münster, Germany
| | - Ian H Harding
- Turner Institute for Brain and Mental Health & School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
| | - Dennis Hernaus
- Department of Psychiatry & Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, The Netherlands
| | | | - Frank G Hillary
- Department of Psychology, Penn State University, University Park, PA, USA
- Social Life and Engineering Sciences Imaging Center, University Park, PA, USA
| | - Martine Hoogman
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
| | - Hilleke E Hulshoff Pol
- Department of Psychiatry, UMC Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | | | - George A Karkashadze
- Research and Scientific Institute of Pediatrics and Child Health, CCH RAS, Ministry of Science and Higher Education, Moscow, Russian Federation
| | - Eduard T Klapwijk
- Institute of Psychology, Leiden University, Leiden, The Netherlands
- Leiden Institute for Brain and Cognition, Leiden, The Netherlands
| | - Rebecca C Knickmeyer
- Department of Pediatrics, Michigan State University, East Lansing, MI, USA
- Institute for Quantitative Health Science and Engineering, East Lansing, MI, USA
- Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Peter Kochunov
- Department of Psychiatry, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Inga K Koerte
- Psychiatry Neuroimaging Laboratory, Brigham & Women's Hospital, Harvard Medical School, Boston, MA, USA
- CBRAIN, Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Xiang-Zhen Kong
- Language & Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
| | - Sook-Lei Liew
- Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Chan Division of Occupational Science and Occupational Therapy, Los Angeles, CA, USA
| | - Alexander P Lin
- Center for Clinical Spectroscopy, Brigham and Women's Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Mark W Logue
- National Center for PTSD at Boston VA Healthcare System, Boston, MA, USA
- Department of Psychiatry, Boston University School of Medicine, Boston, MA, USA
- Biomedical Genetics, Boston University School of Medicine, Boston, MA, USA
| | - Eileen Luders
- School of Psychology, University of Auckland, Auckland, New Zealand
- Laboratory of Neuro Imaging, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Fabio Macciardi
- Department of Psychiatry and Human Behavior, University of California, Irvine, Irvine, CA, USA
| | - Scott Mackey
- Department of Psychiatry, University of Vermont, Burlington, VT, USA
| | | | - Carrie R McDonald
- Center for Multimodal Imaging and Genetics, University of California, San Diego, La Jolla, CA, USA
- Psychiatry, San Diego, CA, USA
| | - Agnes B McMahon
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
- The Kavli Foundation, Los Angeles, CA, USA
| | - Sarah E Medland
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Gemma Modinos
- Department of Neuroimaging, Institute of Psychology, Psychiatry and Neurosciences, King's College London, London, UK
- Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Rajendra A Morey
- Department of Psychiatry, Duke University School of Medicine, Durham, NC, USA
- Mental Illness Research Education and Clinical Center, Durham VA Medical Center, Durham, NC, USA
| | - Sven C Mueller
- Experimental Clinical & Health Psychology, Ghent University, Ghent, Belgium
- Department of Personality, Psychological Assessment and Treatment, University of Deusto, Bilbao, Spain
| | | | - Leyla Namazova-Baranova
- Research and Scientific Institute of Pediatrics and Child Health, CCH RAS, Ministry of Science and Higher Education, Moscow, Russian Federation
- Department of Pediatrics, Russian National Research Medical University MoH RF, Moscow, Russian Federation
| | - Talia M Nir
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Alexander Olsen
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway
- Department of Physical Medicine and Rehabilitation, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | | | - Daniel S Pine
- National Institute of Mental Health Intramural Research Program, Bethesda, MD, USA
| | - Fabrizio Pizzagalli
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Miguel E Rentería
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Jonathan D Rohrer
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, London, UK
| | | | - Lianne Schmaal
- Orygen, The National Centre of Excellence in Youth Mental Health, Melbourne, VIC, Australia
- Centre for Youth Mental Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Gunter Schumann
- Centre for Population Neuroscience and Precision Medicine (PONS), MRC SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
- Department of Psychiatry and Psychotherapy, Charite, Humboldt University, Berlin, Germany
| | - Mark S Shiroishi
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
- Department of Radiology, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
| | - Sanjay M Sisodiya
- Department of Clinical and Experimental Epilepsy, University College London, London, UK
- Chalfont Centre for Epilepsy, Chalfont St Peter, UK
| | - Dirk J A Smit
- Department of Psychiatry, Amsterdam UMC, University of Amsterdam, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Ida E Sønderby
- Norwegian Centre for Mental Disorders Research (NORMENT), Division of Mental Health & Addiction, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway
| | - Dan J Stein
- Department of Psychiatry & Neuroscience Institute, SA MRC Unit on Risk & Resilience in Mental Disorders, Cape Town, South Africa
| | - Jason L Stein
- Department of Genetics & UNC Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Masoud Tahmasian
- Institute of Medical Science and Technology, Shahid Beheshti University, Tehran, I. R., Iran
| | - David F Tate
- Department of Neurology, TBI and Concussion Center, Salt Lake City, UT, USA
- Missouri Institute of Mental Health, Berkeley, MO, USA
| | - Jessica A Turner
- Psychology Department & Neuroscience Institute, Georgia State University, Atlanta, GA, USA
| | - Odile A van den Heuvel
- Department of Anatomy & Neurosciences, Amsterdam UMC, Location VUmc, Amsterdam Neuroscience, Amsterdam, The Netherlands
- Department of Psychiatry, Amsterdam UMC, Location VUmc, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Nic J A van der Wee
- Department of Psychiatry, Leiden University Medical Center, Leiden, The Netherlands
- Leiden Institute for Brain and Cognition, Leiden, The Netherlands
| | - Ysbrand D van der Werf
- Department of Anatomy & Neurosciences, Amsterdam UMC, Location VUmc, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Theo G M van Erp
- Clinical Translational Neuroscience Laboratory, Department of Psychiatry and Human Behavior, University of California Irvine, Irvine, CA, USA
- Center for the Neurobiology of Learning and Memory, University of California, Irvine, Irvine, CA, USA
| | - Neeltje E M van Haren
- Department of Psychiatry, UMC Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus Medical Centre, Rotterdam, The Netherlands
| | - Daan van Rooij
- Donders Centre for Cognitive Neuroimaging, Radboud University Medical Centre, Nijmegen, The Netherlands
| | - Laura S van Velzen
- Orygen, The National Centre of Excellence in Youth Mental Health, Melbourne, VIC, Australia
- Centre for Youth Mental Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Ilya M Veer
- Division of Mind and Brain Research, Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Dick J Veltman
- Department of Psychiatry, Amsterdam UMC, Location VUmc, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Julio E Villalon-Reina
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Henrik Walter
- Division of Mind and Brain Research, Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Christopher D Whelan
- Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, Dublin, Ireland
- Research and Early Development, Biogen Inc, Cambridge, MA, USA
| | - Elisabeth A Wilde
- Department of Neurology, University of Utah, Salt Lake City, UT, USA
- VA Salt Lake City Healthcare System, Salt Lake City, UT, USA
- Department of Physical Medicine and Rehabilitation, Baylor College of Medicine, Houston, TX, USA
| | - Mojtaba Zarei
- Institute of Medical Science and Technology, Shahid Beheshti University, Tehran, I. R., Iran
| | - Vladimir Zelman
- Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Skolkovo Institute of Science and Technology, Moscow, Russian Federation
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Torske T, Nærland T, Bettella F, Bjella T, Malt E, Høyland AL, Stenberg N, Øie MG, Andreassen OA. Autism spectrum disorder polygenic scores are associated with every day executive function in children admitted for clinical assessment. Autism Res 2020; 13:207-220. [PMID: 31571410 PMCID: PMC7027890 DOI: 10.1002/aur.2207] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2019] [Accepted: 08/24/2019] [Indexed: 12/27/2022]
Abstract
Autism spectrum disorder (ASD) and other neurodevelopmental disorders (NDs) are behaviorally defined disorders with overlapping clinical features that are often associated with higher-order cognitive dysfunction, particularly executive dysfunction. Our aim was to determine if the polygenic score (PGS) for ASD is associated with parent-reported executive dysfunction in everyday life using the Behavior Rating Inventory of Executive Function (BRIEF). Furthermore, we investigated if PGS for general intelligence (INT) and attention deficit/hyperactivity disorder (ADHD) also correlate with BRIEF. We included 176 children, adolescents and young adults aged 5-22 years with full-scale intelligence quotient (IQ) above 70. All were admitted for clinical assessment of ASD symptoms and 68% obtained an ASD diagnosis. We found a significant difference between low and high ASD PGS groups in the BRIEF behavior regulation index (BRI) (P = 0.015, Cohen's d = 0.69). A linear regression model accounting for age, sex, full-scale IQ, Social Responsiveness Scale (SRS) total score, ASD, ADHD and INT PGS groups as well as genetic principal components, significantly predicted the BRI score; F(11,130) = 8.142, P < 0.001, R2 = 0.41 (unadjusted). Only SRS total (P < 0.001), ASD PGS 0.1 group (P = 0.018), and sex (P = 0.022) made a significant contribution to the model. This suggests that the common ASD risk gene variants have a stronger association to behavioral regulation aspects of executive dysfunction than ADHD risk or INT variants in a clinical sample with ASD symptoms. Autism Res 2020, 13: 207-220. © 2019 International Society for Autism Research, Wiley Periodicals, Inc. LAY SUMMARY: People with autism spectrum disorder (ASD) often have difficulties with higher-order cognitive processes that regulate thoughts and actions during goal-directed behavior, also known as executive function (EF). We studied the association between genetics related to ASD and EF and found a relation between high polygenic score (PGS) for ASD and difficulties with behavior regulation aspects of EF in children and adolescents under assessment for ASD. Furthermore, high PGS for general intelligence was related to social problems.
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Affiliation(s)
- Tonje Torske
- Division of Mental Health and AddictionVestre Viken Hospital TrustDrammenNorway
- Department of PsychologyUniversity of OsloOsloNorway
| | - Terje Nærland
- NevSom, Department of Rare DisordersOslo University HospitalOsloNorway
- NORMENT Centre, University of OsloOsloNorway
| | - Francesco Bettella
- NORMENT Centre, University of OsloOsloNorway
- Division of Mental Health and AddictionOslo University HospitalOsloNorway
| | - Thomas Bjella
- NORMENT Centre, University of OsloOsloNorway
- Division of Mental Health and AddictionOslo University HospitalOsloNorway
| | - Eva Malt
- Institute of Clinical Medicine, Ahus Campus, University of OsloOsloNorway
- Department of Adult HabilitationAkershus University HospitalLørenskogNorway
| | - Anne Lise Høyland
- Regional Centre for Child and Youth Mental Health and Child Welfare, Department of Mental Health, Faculty of Medicine and Health SciencesNorwegian University of Science and TechnologyTrondheimNorway
- Department of PediatricsSt. Olav Hospital, Trondheim University HospitalTrondheimNorway
| | - Nina Stenberg
- Division of Mental Health and AddictionOslo University HospitalOsloNorway
| | - Merete Glenne Øie
- Department of PsychologyUniversity of OsloOsloNorway
- Research DepartmentInnlandet Hospital TrustLillehammerNorway
| | - Ole A. Andreassen
- NORMENT Centre, University of OsloOsloNorway
- Division of Mental Health and AddictionOslo University HospitalOsloNorway
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Shen L, Thompson PM. Brain Imaging Genomics: Integrated Analysis and Machine Learning. PROCEEDINGS OF THE IEEE. INSTITUTE OF ELECTRICAL AND ELECTRONICS ENGINEERS 2020; 108:125-162. [PMID: 31902950 PMCID: PMC6941751 DOI: 10.1109/jproc.2019.2947272] [Citation(s) in RCA: 93] [Impact Index Per Article: 18.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
Brain imaging genomics is an emerging data science field, where integrated analysis of brain imaging and genomics data, often combined with other biomarker, clinical and environmental data, is performed to gain new insights into the phenotypic, genetic and molecular characteristics of the brain as well as their impact on normal and disordered brain function and behavior. It has enormous potential to contribute significantly to biomedical discoveries in brain science. Given the increasingly important role of statistical and machine learning in biomedicine and rapidly growing literature in brain imaging genomics, we provide an up-to-date and comprehensive review of statistical and machine learning methods for brain imaging genomics, as well as a practical discussion on method selection for various biomedical applications.
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Affiliation(s)
- Li Shen
- Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of Pennsylvania, PA 19104, USA
| | - Paul M Thompson
- Imaging Genetics Center, Mark & Mary Stevens Institute for Neuroimaging & Informatics, Keck School of Medicine, University of Southern California, Los Angeles, CA 90232, USA
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47
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Using Two- and Three-Dimensional Human iPSC Culture Systems to Model Psychiatric Disorders. ADVANCES IN NEUROBIOLOGY 2020; 25:237-257. [PMID: 32578150 DOI: 10.1007/978-3-030-45493-7_9] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Psychiatric disorders are among the most challenging human diseases to understand at a mechanistic level due to the heterogeneity of symptoms within established diagnostic categories, the general absence of focal pathology, and the genetic complexity inherent in these mostly polygenic disorders. Each of these features presents unique challenges to disease modeling for biological discovery, drug development, or improved diagnostics. In addition, live human neural tissue has been largely inaccessible to experimentation, leaving gaps in our knowledge derived from animal models that cannot fully recapitulate the features of the disease, indirect measures of brain function in human patients, and from analyses of postmortem tissue that can be confounded by comorbid conditions and medication history.
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48
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Qiu Y, Arbogast T, Lorenzo SM, Li H, Tang SC, Richardson E, Hong O, Cho S, Shanta O, Pang T, Corsello C, Deutsch CK, Chevalier C, Davis EE, Iakoucheva LM, Herault Y, Katsanis N, Messer K, Sebat J. Oligogenic Effects of 16p11.2 Copy-Number Variation on Craniofacial Development. Cell Rep 2019; 28:3320-3328.e4. [PMID: 31553903 PMCID: PMC6988705 DOI: 10.1016/j.celrep.2019.08.071] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2019] [Revised: 07/18/2019] [Accepted: 08/22/2019] [Indexed: 02/06/2023] Open
Abstract
A copy-number variant (CNV) of 16p11.2 encompassing 30 genes is associated with developmental and psychiatric disorders, head size, and body mass. The genetic mechanisms that underlie these associations are not understood. To determine the influence of 16p11.2 genes on development, we investigated the effects of CNV on craniofacial structure in humans and model organisms. We show that deletion and duplication of 16p11.2 have "mirror" effects on specific craniofacial features that are conserved between human and rodent models of the CNV. By testing dosage effects of individual genes on the shape of the mandible in zebrafish, we identify seven genes with significant effects individually and find evidence for others when genes were tested in combination. The craniofacial phenotypes of 16p11.2 CNVs represent a model for studying the effects of genes on development, and our results suggest that the associated facial gestalts are attributable to the combined effects of multiple genes.
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Affiliation(s)
- Yuqi Qiu
- Division of Biostatistics and Bioinformatics, Department of Family Medicine and Public Health, University of California, San Diego, La Jolla, CA 92093, USA
| | - Thomas Arbogast
- Center for Human Disease Modeling, Duke University, Durham, NC 27701, USA
| | - Sandra Martin Lorenzo
- Institut de Génétique et de Biologie Moléculaire et Cellulaire, Université de Strasbourg, Illkirch, France; Centre National de la Recherche Scientifique, UMR7104, Illkirch, France; Institut National de la Santé et de la Recherche Médicale, U964, Illkirch, France
| | - Hongying Li
- Division of Biostatistics and Bioinformatics, Department of Family Medicine and Public Health, University of California, San Diego, La Jolla, CA 92093, USA
| | - Shih C Tang
- Department of Psychiatry, University of California, San Diego, La Jolla, CA 92093, USA
| | - Ellen Richardson
- Center for Human Disease Modeling, Duke University, Durham, NC 27701, USA
| | - Oanh Hong
- Department of Psychiatry, University of California, San Diego, La Jolla, CA 92093, USA
| | - Shawn Cho
- Department of Psychiatry, University of California, San Diego, La Jolla, CA 92093, USA
| | - Omar Shanta
- Department of Psychiatry, University of California, San Diego, La Jolla, CA 92093, USA; Department of Electrical Engineering, University of California, San Diego, La Jolla, CA 92093, USA
| | - Timothy Pang
- Department of Psychiatry, University of California, San Diego, La Jolla, CA 92093, USA
| | - Christina Corsello
- Department of Psychiatry, University of California, San Diego, La Jolla, CA 92093, USA; Rady Children's Hospital, San Diego, CA 92123, USA
| | - Curtis K Deutsch
- Eunice Kennedy Shriver Center UMMS, Charlestown and Worcester, MA, USA
| | - Claire Chevalier
- Institut de Génétique et de Biologie Moléculaire et Cellulaire, Université de Strasbourg, Illkirch, France; Centre National de la Recherche Scientifique, UMR7104, Illkirch, France; Institut National de la Santé et de la Recherche Médicale, U964, Illkirch, France
| | - Erica E Davis
- Center for Human Disease Modeling, Duke University, Durham, NC 27701, USA
| | - Lilia M Iakoucheva
- Department of Psychiatry, University of California, San Diego, La Jolla, CA 92093, USA
| | - Yann Herault
- Institut de Génétique et de Biologie Moléculaire et Cellulaire, Université de Strasbourg, Illkirch, France; Centre National de la Recherche Scientifique, UMR7104, Illkirch, France; Institut National de la Santé et de la Recherche Médicale, U964, Illkirch, France
| | - Nicholas Katsanis
- Center for Human Disease Modeling, Duke University, Durham, NC 27701, USA
| | - Karen Messer
- Division of Biostatistics and Bioinformatics, Department of Family Medicine and Public Health, University of California, San Diego, La Jolla, CA 92093, USA
| | - Jonathan Sebat
- Department of Psychiatry, University of California, San Diego, La Jolla, CA 92093, USA; Beyster Center for Genomics of Psychiatric Diseases, University of California, San Diego, La Jolla, CA 92093, USA; Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Department of Cellular and Molecular Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Department of Pediatrics, University of California, San Diego, La Jolla, CA 92093, USA.
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