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Ferreccio A, Byeon S, Cornell M, Oses-Prieto J, Deshpande A, Weiss LA, Burlingame A, Yadav S. TAOK2 Drives Opposing Cilia Length Deficits in 16p11.2 Deletion and Duplication Carriers. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.10.07.617069. [PMID: 39416068 PMCID: PMC11482803 DOI: 10.1101/2024.10.07.617069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 10/19/2024]
Abstract
Copy number variation (CNV) in the 16p11.2 (BP4-BP5) genomic locus is strongly associated with autism. Carriers of 16p11.2 deletion and duplication exhibit several common behavioral and social impairments, yet, show opposing brain structural changes and body mass index. To determine cellular mechanisms that might contribute to these opposing phenotypes, we performed quantitative tandem mass tag (TMT) proteomics on human dorsal forebrain neural progenitor cells (NPCs) differentiated from induced pluripotent stem cells (iPSC) derived from 16p11.2 CNV carriers. Differentially phosphorylated proteins between unaffected individuals and 16p11.2 CNV carriers were significantly enriched for centrosomal and cilia proteins. Deletion patient-derived NPCs show increased primary cilium length compared to unaffected individuals, while stunted cilium growth was observed in 16p11.2 duplication NPCs. Through cellular shRNA and overexpression screens in human iPSC derived NPCs, we determined the contribution of genes within the 16p11.2 locus to cilium length. TAOK2, a serine threonine protein kinase, and PPP4C, a protein phosphatase, were found to regulate primary cilia length in a gene dosage-dependent manner. We found TAOK2 was localized at centrosomes and the base of the primary cilium, and NPCs differentiated from TAOK2 knockout iPSCs had longer cilia. In absence of TAOK2, there was increased pericentrin at the basal body, and aberrant accumulation of IFT88 at the ciliary distal tip. Further, pharmacological inhibition of TAO kinase activity led to increased ciliary length, indicating that TAOK2 negatively controls primary cilium length through its catalytic activity. These results implicate aberrant cilia length in the pathophysiology of 16p11.2 CNV, and establish the role of TAOK2 kinase as a regulator of primary cilium length.
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Affiliation(s)
- Amy Ferreccio
- Department of Pharmacology, University of Washington, Seattle, WA 98195
| | - Sujin Byeon
- Graduate Program in Neuroscience, University of Washington, Seattle, WA 98195
| | - Moira Cornell
- Department of Pharmacology, University of Washington, Seattle, WA 98195
| | - Juan Oses-Prieto
- Department of Pharmaceutical Chemistry, University of California, San Francisco, CA 94195
| | - Aditi Deshpande
- Department of Psychiatry, Weill Institute for Neurosciences, University of California, San Francisco, CA 94195
| | - Lauren A Weiss
- Department of Psychiatry, Weill Institute for Neurosciences, University of California, San Francisco, CA 94195
| | - Alma Burlingame
- Department of Pharmaceutical Chemistry, University of California, San Francisco, CA 94195
| | - Smita Yadav
- Department of Pharmacology, University of Washington, Seattle, WA 98195
- Institute of Stem Cell and Regenerative Medicine, University of Washington, Seattle, WA 98106
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Schaffer L, Rau S, Larsen IG, Clasen L, Warling A, Whitman ET, Nadig A, McDermott C, Xenophontos A, Wilson K, Blumenthal J, Torres E, Raznahan A. X- vs. Y-chromosome influences on human behavior: a deep phenotypic comparison of psychopathology in XXY and XYY syndromes. J Neurodev Disord 2024; 16:56. [PMID: 39363182 PMCID: PMC11451104 DOI: 10.1186/s11689-024-09574-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/23/2023] [Accepted: 09/22/2024] [Indexed: 10/05/2024] Open
Abstract
BACKGROUND Do different genetic disorders impart different psychiatric risk profiles? This question has major implications for biological and translational aspects of psychiatry, but has been difficult to tackle given limited access to shared batteries of fine-grained clinical data across genetic disorders. METHODS Using a new suite of generalizable analytic approaches, we examine gold-standard diagnostic ratings, scores on 66 dimensional measures of psychopathology, and measures of cognition and functioning in two different sex chromosome aneuploidies (SCAs)-Klinefelter (XXY/KS) and XYY syndrome (n = 102 and 64 vs. n = 74 and 60 matched XY controls, total n = 300). We focus on SCAs for their high collective prevalence, informativeness regarding differential X- vs. Y-chromosome effects, and potential relevance for normative sex differences. RESULTS We show that XXY/KS elevates rates for most psychiatric diagnoses as previously reported for XYY, but disproportionately so for anxiety disorders. Fine-mapping across all 66 traits provides a detailed profile of psychopathology in XXY/KS which is strongly correlated with that of XYY (r = .75 across traits) and robust to ascertainment biases, but reveals: (i) a greater penetrance of XYY than KS/XXY for most traits except mood/anxiety problems, and (ii) a disproportionate impact of XYY vs. XXY/KS on social problems. XXY/KS and XYY showed a similar coupling of psychopathology with adaptive function and caregiver strain, but not IQ. CONCLUSIONS This work provides new tools for deep-phenotypic comparisons of genetic disorders in psychiatry and uses these to detail unique and shared effects of the X- and Y-chromosome on human behavior.
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Affiliation(s)
- Lukas Schaffer
- Section On Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Magnuson Clinical Center, Room 4N242, MSC 1367, Bethesda, MD, 20814, USA
| | - Srishti Rau
- Center for Autism Spectrum Disorders and Division of Neuropsychology, Children's National Hospital, Washington, DC, USA
| | - Isabella G Larsen
- Section On Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Magnuson Clinical Center, Room 4N242, MSC 1367, Bethesda, MD, 20814, USA
| | - Liv Clasen
- Section On Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Magnuson Clinical Center, Room 4N242, MSC 1367, Bethesda, MD, 20814, USA
| | - Allysa Warling
- Section On Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Magnuson Clinical Center, Room 4N242, MSC 1367, Bethesda, MD, 20814, USA
| | - Ethan T Whitman
- Section On Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Magnuson Clinical Center, Room 4N242, MSC 1367, Bethesda, MD, 20814, USA
| | - Ajay Nadig
- Section On Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Magnuson Clinical Center, Room 4N242, MSC 1367, Bethesda, MD, 20814, USA
| | - Cassidy McDermott
- Section On Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Magnuson Clinical Center, Room 4N242, MSC 1367, Bethesda, MD, 20814, USA
| | - Anastasia Xenophontos
- Section On Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Magnuson Clinical Center, Room 4N242, MSC 1367, Bethesda, MD, 20814, USA
| | - Kathleen Wilson
- Section On Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Magnuson Clinical Center, Room 4N242, MSC 1367, Bethesda, MD, 20814, USA
| | - Jonathan Blumenthal
- Section On Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Magnuson Clinical Center, Room 4N242, MSC 1367, Bethesda, MD, 20814, USA
| | - Erin Torres
- Section On Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Magnuson Clinical Center, Room 4N242, MSC 1367, Bethesda, MD, 20814, USA
| | - Armin Raznahan
- Section On Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Magnuson Clinical Center, Room 4N242, MSC 1367, Bethesda, MD, 20814, USA.
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3
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Auwerx C, Kutalik Z, Reymond A. The pleiotropic spectrum of proximal 16p11.2 CNVs. Am J Hum Genet 2024:S0002-9297(24)00301-X. [PMID: 39332410 DOI: 10.1016/j.ajhg.2024.08.015] [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: 03/28/2024] [Revised: 08/18/2024] [Accepted: 08/21/2024] [Indexed: 09/29/2024] Open
Abstract
Recurrent genomic rearrangements at 16p11.2 BP4-5 represent one of the most common causes of genomic disorders. Originally associated with increased risk for autism spectrum disorder, schizophrenia, and intellectual disability, as well as adiposity and head circumference, these CNVs have since been associated with a plethora of phenotypic alterations, albeit with high variability in expressivity and incomplete penetrance. Here, we comprehensively review the pleiotropy associated with 16p11.2 BP4-5 rearrangements to shine light on its full phenotypic spectrum. Illustrating this phenotypic heterogeneity, we expose many parallels between findings gathered from clinical versus population-based cohorts, which often point to the same physiological systems, and emphasize the role of the CNV beyond neuropsychiatric and anthropometric traits. Revealing the complex and variable clinical manifestations of this CNV is crucial for accurate diagnosis and personalized treatment strategies for carrier individuals. Furthermore, we discuss areas of research that will be key to identifying factors contributing to phenotypic heterogeneity and gaining mechanistic insights into the molecular pathways underlying observed associations, while demonstrating how diversity in affected individuals, cohorts, experimental models, and analytical approaches can catalyze discoveries.
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Affiliation(s)
- Chiara Auwerx
- Center for Integrative Genomics, University of Lausanne, Lausanne, Switzerland; Department of Computational Biology, University of Lausanne, Lausanne, Switzerland; Swiss Institute of Bioinformatics, Lausanne, Switzerland; University Center for Primary Care and Public Health, Lausanne, Switzerland
| | - Zoltán Kutalik
- Department of Computational Biology, University of Lausanne, Lausanne, Switzerland; Swiss Institute of Bioinformatics, Lausanne, Switzerland; University Center for Primary Care and Public Health, Lausanne, Switzerland
| | - Alexandre Reymond
- Center for Integrative Genomics, University of Lausanne, Lausanne, Switzerland.
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Kundu S, Sair H, Sherr EH, Mukherjee P, Rohde GK. Discovering the gene-brain-behavior link in autism via generative machine learning. SCIENCE ADVANCES 2024; 10:eadl5307. [PMID: 38865470 PMCID: PMC11168471 DOI: 10.1126/sciadv.adl5307] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/23/2023] [Accepted: 05/08/2024] [Indexed: 06/14/2024]
Abstract
Autism is traditionally diagnosed behaviorally but has a strong genetic basis. A genetics-first approach could transform understanding and treatment of autism. However, isolating the gene-brain-behavior relationship from confounding sources of variability is a challenge. We demonstrate a novel technique, 3D transport-based morphometry (TBM), to extract the structural brain changes linked to genetic copy number variation (CNV) at the 16p11.2 region. We identified two distinct endophenotypes. In data from the Simons Variation in Individuals Project, detection of these endophenotypes enabled 89 to 95% test accuracy in predicting 16p11.2 CNV from brain images alone. Then, TBM enabled direct visualization of the endophenotypes driving accurate prediction, revealing dose-dependent brain changes among deletion and duplication carriers. These endophenotypes are sensitive to articulation disorders and explain a portion of the intelligence quotient variability. Genetic stratification combined with TBM could reveal new brain endophenotypes in many neurodevelopmental disorders, accelerating precision medicine, and understanding of human neurodiversity.
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Affiliation(s)
- Shinjini Kundu
- Department of Radiology, Johns Hopkins University School of Medicine, Baltimore, USA
| | - Haris Sair
- Department of Radiology, Johns Hopkins University School of Medicine, Baltimore, USA
| | - Elliott H. Sherr
- Department of Neurology, University of California San Francisco, San Francisco, USA
| | - Pratik Mukherjee
- Department of Radiology, University of California San Francisco, San Francisco, USA
| | - Gustavo K. Rohde
- Department of Biomedical Engineering, University of Virginia, Charlottesville, USA
- Department of Electrical and Computer Engineering, University of Virginia, Charlottesville, USA
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5
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Leone R, Zuglian C, Brambilla R, Morella I. Understanding copy number variations through their genes: a molecular view on 16p11.2 deletion and duplication syndromes. Front Pharmacol 2024; 15:1407865. [PMID: 38948459 PMCID: PMC11211608 DOI: 10.3389/fphar.2024.1407865] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2024] [Accepted: 05/16/2024] [Indexed: 07/02/2024] Open
Abstract
Neurodevelopmental disorders (NDDs) include a broad spectrum of pathological conditions that affect >4% of children worldwide, share common features and present a variegated genetic origin. They include clinically defined diseases, such as autism spectrum disorders (ASD), attention-deficit/hyperactivity disorder (ADHD), motor disorders such as Tics and Tourette's syndromes, but also much more heterogeneous conditions like intellectual disability (ID) and epilepsy. Schizophrenia (SCZ) has also recently been proposed to belong to NDDs. Relatively common causes of NDDs are copy number variations (CNVs), characterised by the gain or the loss of a portion of a chromosome. In this review, we focus on deletions and duplications at the 16p11.2 chromosomal region, associated with NDDs, ID, ASD but also epilepsy and SCZ. Some of the core phenotypes presented by human carriers could be recapitulated in animal and cellular models, which also highlighted prominent neurophysiological and signalling alterations underpinning 16p11.2 CNVs-associated phenotypes. In this review, we also provide an overview of the genes within the 16p11.2 locus, including those with partially known or unknown function as well as non-coding RNAs. A particularly interesting interplay was observed between MVP and MAPK3 in modulating some of the pathological phenotypes associated with the 16p11.2 deletion. Elucidating their role in intracellular signalling and their functional links will be a key step to devise novel therapeutic strategies for 16p11.2 CNVs-related syndromes.
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Affiliation(s)
- Roberta Leone
- Università di Pavia, Dipartimento di Biologia e Biotecnologie “Lazzaro Spallanzani”, Pavia, Italy
| | - Cecilia Zuglian
- Università di Pavia, Dipartimento di Biologia e Biotecnologie “Lazzaro Spallanzani”, Pavia, Italy
| | - Riccardo Brambilla
- Università di Pavia, Dipartimento di Biologia e Biotecnologie “Lazzaro Spallanzani”, Pavia, Italy
- Cardiff University, School of Biosciences, Neuroscience and Mental Health Innovation Institute, Cardiff, United Kingdom
| | - Ilaria Morella
- Cardiff University, School of Biosciences, Neuroscience and Mental Health Innovation Institute, Cardiff, United Kingdom
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6
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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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7
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Kopal J, Kumar K, Shafighi K, Saltoun K, Modenato C, Moreau CA, Huguet G, Jean-Louis M, Martin CO, Saci Z, Younis N, Douard E, Jizi K, Beauchamp-Chatel A, Kushan L, Silva AI, van den Bree MBM, Linden DEJ, Owen MJ, Hall J, Lippé S, Draganski B, Sønderby IE, Andreassen OA, Glahn DC, Thompson PM, Bearden CE, Zatorre R, Jacquemont S, Bzdok D. Using rare genetic mutations to revisit structural brain asymmetry. Nat Commun 2024; 15:2639. [PMID: 38531844 PMCID: PMC10966068 DOI: 10.1038/s41467-024-46784-w] [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: 05/22/2023] [Accepted: 03/11/2024] [Indexed: 03/28/2024] Open
Abstract
Asymmetry between the left and right hemisphere is a key feature of brain organization. Hemispheric functional specialization underlies some of the most advanced human-defining cognitive operations, such as articulated language, perspective taking, or rapid detection of facial cues. Yet, genetic investigations into brain asymmetry have mostly relied on common variants, which typically exert small effects on brain-related phenotypes. Here, we leverage rare genomic deletions and duplications to study how genetic alterations reverberate in human brain and behavior. We designed a pattern-learning approach to dissect the impact of eight high-effect-size copy number variations (CNVs) on brain asymmetry in a multi-site cohort of 552 CNV carriers and 290 non-carriers. Isolated multivariate brain asymmetry patterns spotlighted regions typically thought to subserve lateralized functions, including language, hearing, as well as visual, face and word recognition. Planum temporale asymmetry emerged as especially susceptible to deletions and duplications of specific gene sets. Targeted analysis of common variants through genome-wide association study (GWAS) consolidated partly diverging genetic influences on the right versus left planum temporale structure. In conclusion, our gene-brain-behavior data fusion highlights the consequences of genetically controlled brain lateralization on uniquely human cognitive capacities.
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Affiliation(s)
- Jakub Kopal
- Mila - Québec Artificial Intelligence Institute, Montréal, QC, Canada
- Department of Biomedical Engineering, Faculty of Medicine, McGill University, Montreal, Canada
| | - Kuldeep Kumar
- Centre de recherche CHU Sainte-Justine, Montréal, Quebec, Canada
| | - Kimia Shafighi
- Mila - Québec Artificial Intelligence Institute, Montréal, QC, Canada
- Department of Biomedical Engineering, Faculty of Medicine, McGill University, Montreal, Canada
| | - Karin Saltoun
- Mila - Québec Artificial Intelligence Institute, Montréal, QC, Canada
- Department of Biomedical Engineering, Faculty of Medicine, McGill University, Montreal, Canada
| | - Claudia Modenato
- LREN - Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland
| | - Clara A Moreau
- Imaging Genetics Center, Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA
| | - Guillaume Huguet
- Centre de recherche CHU Sainte-Justine, Montréal, Quebec, Canada
| | | | | | - Zohra Saci
- Centre de recherche CHU Sainte-Justine, Montréal, Quebec, Canada
| | - Nadine Younis
- Centre de recherche CHU Sainte-Justine, Montréal, Quebec, Canada
| | - Elise Douard
- Centre de recherche CHU Sainte-Justine, Montréal, Quebec, Canada
| | - Khadije Jizi
- Centre de recherche CHU Sainte-Justine, Montréal, Quebec, Canada
| | - Alexis Beauchamp-Chatel
- Institut universitaire en santé mentale de Montréal, University of Montréal, Montréal, Canada
- Department of Psychiatry, University of Montreal, Montréal, 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
- School for Mental Health and Neuroscience, Maastricht University, Maastricht, Netherlands
- Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Marianne B M van den Bree
- Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, UK
- Neuroscience and Mental Health Innovation Institute, Cardiff University, Cardiff, UK
| | - David E J Linden
- School for Mental Health and Neuroscience, Maastricht University, Maastricht, Netherlands
- Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- Neuroscience and Mental Health Innovation Institute, Cardiff University, Cardiff, UK
| | - Michael J Owen
- Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, UK
| | - Jeremy Hall
- Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, UK
| | - Sarah Lippé
- Centre de recherche CHU Sainte-Justine, Montréal, Quebec, Canada
| | - Bogdan Draganski
- LREN - Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland
- Neurology Department, Max-Planck-Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - 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
| | - David C Glahn
- Department of Psychiatry, Boston Children's Hospital and Harvard Medical School, Boston, MA, USA
| | - Paul M Thompson
- Imaging Genetics Center, Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA, USA
| | - Carrie E Bearden
- Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles, USA
| | - Robert Zatorre
- International Laboratory for Brain, Music and Sound Research, Montreal, QC, Canada
- TheNeuro - Montreal Neurological Institute (MNI), McConnell Brain Imaging Centre, Faculty of Medicine, McGill University, Montreal, QC, Canada
| | - Sébastien Jacquemont
- Centre de recherche CHU Sainte-Justine, Montréal, Quebec, Canada
- Department of Pediatrics, University of Montréal, Montréal, Quebec, Canada
| | - Danilo Bzdok
- Mila - Québec Artificial Intelligence Institute, Montréal, QC, Canada.
- Department of Biomedical Engineering, Faculty of Medicine, McGill University, Montreal, Canada.
- TheNeuro - Montreal Neurological Institute (MNI), McConnell Brain Imaging Centre, Faculty of Medicine, McGill University, Montreal, QC, Canada.
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8
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Maillard AM, Romascano D, Villalón-Reina JE, Moreau CA, Almeida Osório JM, Richetin S, Junod V, Yu P, Misic B, Thompson PM, Fornari E, Gygax MJ, Jacquemont S, Chabane N, Rodríguez-Herreros B. Pervasive alterations of intra-axonal volume and network organization in young children with a 16p11.2 deletion. Transl Psychiatry 2024; 14:95. [PMID: 38355713 PMCID: PMC10866898 DOI: 10.1038/s41398-024-02810-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Revised: 12/04/2023] [Accepted: 01/29/2024] [Indexed: 02/16/2024] Open
Abstract
Reciprocal Copy Number Variants (CNVs) at the 16p11.2 locus confer high risk for autism spectrum disorder (ASD) and other neurodevelopmental disorders (NDDs). Morphometric MRI studies have revealed large and pervasive volumetric alterations in carriers of a 16p11.2 deletion. However, the specific neuroanatomical mechanisms underlying such alterations, as well as their developmental trajectory, are still poorly understood. Here we explored differences in microstructural brain connectivity between 24 children carrying a 16p11.2 deletion and 66 typically developing (TD) children between 2 and 8 years of age. We found a large pervasive increase of intra-axonal volume widespread over a high number of white matter tracts. Such microstructural alterations in 16p11.2 deletion children were already present at an early age, and led to significant changes in the global efficiency and integration of brain networks mainly associated to language, motricity and socio-emotional behavior, although the widespread pattern made it unlikely to represent direct functional correlates. Our results shed light on the neuroanatomical basis of the previously reported increase of white matter volume, and align well with analogous evidence of altered axonal diameter and synaptic function in 16p11.2 mice models. We provide evidence of a prevalent mechanistic deviation from typical maturation of brain structural connectivity associated with a specific biological risk to develop ASD. Future work is warranted to determine how this deviation contributes to the emergence of symptoms observed in young children diagnosed with ASD and other NDDs.
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Affiliation(s)
- Anne M Maillard
- Service des Troubles du Spectre de l'Autisme et apparentés, Département de psychiatrie, Lausanne University Hospital (CHUV), Lausanne, Switzerland
| | - David Romascano
- Service des Troubles du Spectre de l'Autisme et apparentés, Département de psychiatrie, Lausanne University Hospital (CHUV), Lausanne, Switzerland
| | - Julio E Villalón-Reina
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California (USC), Marina del Rey, CA, USA
| | - Clara A Moreau
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California (USC), Marina del Rey, CA, USA
| | - Joana M Almeida Osório
- Service des Troubles du Spectre de l'Autisme et apparentés, Département de psychiatrie, Lausanne University Hospital (CHUV), Lausanne, Switzerland
| | - Sonia Richetin
- Service des Troubles du Spectre de l'Autisme et apparentés, Département de psychiatrie, Lausanne University Hospital (CHUV), Lausanne, Switzerland
| | - Vincent Junod
- Unité de Neurologie et neuroréhabilitation pédiatrique, Département femme-mère-enfant, Lausanne University Hospital (CHUV), Lausanne, Switzerland
| | - Paola Yu
- Service des Troubles du Spectre de l'Autisme et apparentés, Département de psychiatrie, Lausanne University Hospital (CHUV), Lausanne, Switzerland
| | - Bratislav Misic
- Department of Neurology and Neurosurgery, Montréal Neurological Institute, Montréal, QC, H3A 2B4, Canada
- McConnell Brain Imaging Center, McGill University, Montréal, QC, H3A 2B4, Canada
| | - Paul M Thompson
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California (USC), Marina del Rey, CA, USA
| | - Eleonora Fornari
- Biomedical Imaging Center (CIBM), Department of Radiology, Lausanne University Hospital (CHUV), Lausanne, Switzerland
| | - Marine Jequier Gygax
- Service des Troubles du Spectre de l'Autisme et apparentés, Département de psychiatrie, Lausanne University Hospital (CHUV), Lausanne, Switzerland
| | - Sébastien Jacquemont
- Sainte Justine Hospital Research Center, Montréal, QC, Canada
- Department of Pediatrics, University of Montréal, Montreal, QC, Canada
| | - Nadia Chabane
- Service des Troubles du Spectre de l'Autisme et apparentés, Département de psychiatrie, Lausanne University Hospital (CHUV), Lausanne, Switzerland
| | - Borja Rodríguez-Herreros
- Service des Troubles du Spectre de l'Autisme et apparentés, Département de psychiatrie, Lausanne University Hospital (CHUV), Lausanne, Switzerland.
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9
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Kretz PF, Wagner C, Mikhaleva A, Montillot C, Hugel S, Morella I, Kannan M, Fischer MC, Milhau M, Yalcin I, Brambilla R, Selloum M, Herault Y, Reymond A, Collins SC, Yalcin B. Dissecting the autism-associated 16p11.2 locus identifies multiple drivers in neuroanatomical phenotypes and unveils a male-specific role for the major vault protein. Genome Biol 2023; 24:261. [PMID: 37968726 PMCID: PMC10647150 DOI: 10.1186/s13059-023-03092-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2023] [Accepted: 10/18/2023] [Indexed: 11/17/2023] Open
Abstract
BACKGROUND Using mouse genetic studies and systematic assessments of brain neuroanatomical phenotypes, we set out to identify which of the 30 genes causes brain defects at the autism-associated 16p11.2 locus. RESULTS We show that multiple genes mapping to this region interact to regulate brain anatomy, with female mice exhibiting far fewer brain neuroanatomical phenotypes. In male mice, among the 13 genes associated with neuroanatomical defects (Mvp, Ppp4c, Zg16, Taok2, Slx1b, Maz, Fam57b, Bola2, Tbx6, Qprt, Spn, Hirip3, and Doc2a), Mvp is the top driver implicated in phenotypes pertaining to brain, cortex, hippocampus, ventricles, and corpus callosum sizes. The major vault protein (MVP), the main component of the vault organelle, is a conserved protein found in eukaryotic cells, yet its function is not understood. Here, we find MVP expression highly specific to the limbic system and show that Mvp regulates neuronal morphology, postnatally and specifically in males. We also recapitulate a previously reported genetic interaction and show that Mvp+/-;Mapk3+/- mice exhibit behavioral deficits, notably decreased anxiety-like traits detected in the elevated plus maze and open field paradigms. CONCLUSIONS Our study highlights multiple gene drivers in neuroanatomical phenotypes, interacting with each other through complex relationships. It also provides the first evidence for the involvement of the major vault protein in the regulation of brain size and neuroanatomy, specifically in male mice.
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Affiliation(s)
- Perrine F Kretz
- Institute of Genetics and Molecular and Cellular Biology, UMR7104, University of Strasbourg, CNRS, INSERM, IGBMC, U964, 67400, Illkirch, France
| | - Christel Wagner
- Institute of Genetics and Molecular and Cellular Biology, UMR7104, University of Strasbourg, CNRS, INSERM, IGBMC, U964, 67400, Illkirch, France
| | - Anna Mikhaleva
- Center for Integrative Genomics, University of Lausanne, CH-1015, Lausanne, Switzerland
| | | | - Sylvain Hugel
- Institute of Cellular and Integrative neuroscience, CNRS, UPR321267000, Strasbourg, France
| | - Ilaria Morella
- School of Biosciences, Neuroscience and Mental Health Innovation Institute, Cardiff University, Cardiff, CF24 4HQ, UK
| | - Meghna Kannan
- Institute of Genetics and Molecular and Cellular Biology, UMR7104, University of Strasbourg, CNRS, INSERM, IGBMC, U964, 67400, Illkirch, France
| | - Marie-Christine Fischer
- Institute of Genetics and Molecular and Cellular Biology, UMR7104, University of Strasbourg, CNRS, INSERM, IGBMC, U964, 67400, Illkirch, France
| | - Maxence Milhau
- Inserm UMR1231, Université de Bourgogne, 21000, Dijon, France
| | - Ipek Yalcin
- Institute of Cellular and Integrative neuroscience, CNRS, UPR321267000, Strasbourg, France
| | - Riccardo Brambilla
- School of Biosciences, Neuroscience and Mental Health Innovation Institute, Cardiff University, Cardiff, CF24 4HQ, UK
- Dipartimento di Biologia e Biotecnologie "Lazzaro Spallanzani", Università degli Studi di Pavia, Pavia, Italy
| | - Mohammed Selloum
- Institute of Genetics and Molecular and Cellular Biology, UMR7104, University of Strasbourg, CNRS, INSERM, IGBMC, U964, 67400, Illkirch, France
- University of Strasbourg, CNRS, INSERM, CELPHEDIA, PHENOMIN, ICS, 67400, Illkirch, France
| | - Yann Herault
- Institute of Genetics and Molecular and Cellular Biology, UMR7104, University of Strasbourg, CNRS, INSERM, IGBMC, U964, 67400, Illkirch, France
- University of Strasbourg, CNRS, INSERM, CELPHEDIA, PHENOMIN, ICS, 67400, Illkirch, France
| | - Alexandre Reymond
- Center for Integrative Genomics, University of Lausanne, CH-1015, Lausanne, Switzerland
| | - Stephan C Collins
- Institute of Genetics and Molecular and Cellular Biology, UMR7104, University of Strasbourg, CNRS, INSERM, IGBMC, U964, 67400, Illkirch, France
- Current address: Université de Bourgogne, Inserm UMR1231, 21000, Dijon, France
| | - Binnaz Yalcin
- Institute of Genetics and Molecular and Cellular Biology, UMR7104, University of Strasbourg, CNRS, INSERM, IGBMC, U964, 67400, Illkirch, France.
- Current address: Université de Bourgogne, Inserm UMR1231, 21000, Dijon, France.
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10
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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: 5] [Impact Index Per Article: 5.0] [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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11
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Morton JT, Jin DM, Mills RH, Shao Y, Rahman G, McDonald D, Zhu Q, Balaban M, Jiang Y, Cantrell K, Gonzalez A, Carmel J, Frankiensztajn LM, Martin-Brevet S, Berding K, Needham BD, Zurita MF, David M, Averina OV, Kovtun AS, Noto A, Mussap M, Wang M, Frank DN, Li E, Zhou W, Fanos V, Danilenko VN, Wall DP, Cárdenas P, Baldeón ME, Jacquemont S, Koren O, Elliott E, Xavier RJ, Mazmanian SK, Knight R, Gilbert JA, Donovan SM, Lawley TD, Carpenter B, Bonneau R, Taroncher-Oldenburg G. Multi-level analysis of the gut-brain axis shows autism spectrum disorder-associated molecular and microbial profiles. Nat Neurosci 2023; 26:1208-1217. [PMID: 37365313 PMCID: PMC10322709 DOI: 10.1038/s41593-023-01361-0] [Citation(s) in RCA: 45] [Impact Index Per Article: 45.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2022] [Accepted: 05/13/2023] [Indexed: 06/28/2023]
Abstract
Autism spectrum disorder (ASD) is a neurodevelopmental disorder characterized by heterogeneous cognitive, behavioral and communication impairments. Disruption of the gut-brain axis (GBA) has been implicated in ASD although with limited reproducibility across studies. In this study, we developed a Bayesian differential ranking algorithm to identify ASD-associated molecular and taxa profiles across 10 cross-sectional microbiome datasets and 15 other datasets, including dietary patterns, metabolomics, cytokine profiles and human brain gene expression profiles. We found a functional architecture along the GBA that correlates with heterogeneity of ASD phenotypes, and it is characterized by ASD-associated amino acid, carbohydrate and lipid profiles predominantly encoded by microbial species in the genera Prevotella, Bifidobacterium, Desulfovibrio and Bacteroides and correlates with brain gene expression changes, restrictive dietary patterns and pro-inflammatory cytokine profiles. The functional architecture revealed in age-matched and sex-matched cohorts is not present in sibling-matched cohorts. We also show a strong association between temporal changes in microbiome composition and ASD phenotypes. In summary, we propose a framework to leverage multi-omic datasets from well-defined cohorts and investigate how the GBA influences ASD.
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Affiliation(s)
- James T Morton
- Center for Computational Biology, Flatiron Institute, Simons Foundation, New York, NY, USA
- Biostatistics & Bioinformatics Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD, USA
| | - Dong-Min Jin
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, NY, USA
| | | | - Yan Shao
- Host-Microbiota Interactions Laboratory, Wellcome Sanger Institute, Hinxton, UK
| | - Gibraan Rahman
- Bioinformatics and Systems Biology Program, University of California, San Diego, La Jolla, CA, USA
- Department of Pediatrics, School of Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Daniel McDonald
- Department of Pediatrics, School of Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Qiyun Zhu
- School of Life Sciences, Arizona State University, Tempe, AZ, USA
- Biodesign Center for Fundamental and Applied Microbiomics, Arizona State University, Tempe, AZ, USA
| | - Metin Balaban
- Bioinformatics and Systems Biology Program, University of California, San Diego, La Jolla, CA, USA
| | - Yueyu Jiang
- Department of Electrical and Computer Engineering, University of California, San Diego, La Jolla, CA, USA
| | - Kalen Cantrell
- Department of Pediatrics, School of Medicine, University of California, San Diego, La Jolla, CA, USA
- Department of Computer Science and Engineering, Jacobs School of Engineering, University of California, San Diego, La Jolla, CA, USA
| | - Antonio Gonzalez
- Department of Pediatrics, School of Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Julie Carmel
- Azrieli Faculty of Medicine, Bar Ilan University, Safed, Israel
| | | | - 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
| | - Kirsten Berding
- Division of Nutritional Sciences, University of Illinois, Urbana, IL, USA
| | - Brittany D Needham
- Stark Neurosciences Research Institute, Indiana University School of Medicine, Indianapolis, IN, USA
- Department of Anatomy, Cell Biology and Physiology, Indiana University School of Medicine, Indianapolis, IN, USA
| | - María Fernanda Zurita
- Microbiology Institute and Health Science College, Universidad San Francisco de Quito, Quito, Ecuador
| | - Maude David
- Departments of Microbiology & Pharmaceutical Sciences, Oregon State University, Corvallis, OR, USA
| | - Olga V Averina
- Vavilov Institute of General Genetics Russian Academy of Sciences, Moscow, Russia
| | - Alexey S Kovtun
- Vavilov Institute of General Genetics Russian Academy of Sciences, Moscow, Russia
- Skolkovo Institute of Science and Technology, Skolkovo, Russia
| | - Antonio Noto
- Department of Biomedical Sciences, School of Medicine, University of Cagliari, Cagliari, Italy
| | - Michele Mussap
- Laboratory Medicine, Department of Surgical Sciences, School of Medicine, University of Cagliari, Cagliari, Italy
| | - Mingbang Wang
- Shanghai Key Laboratory of Birth Defects, Division of Neonatology, Children's Hospital of Fudan University, National Center for Children's Health, Shanghai, China
- Microbiome Therapy Center, South China Hospital, Health Science Center, Shenzhen University, Shenzhen, China
| | - Daniel N Frank
- Department of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Ellen Li
- Department of Medicine, Division of Gastroenterology and Hepatology, Stony Brook University, Stony Brook, NY, USA
| | - Wenhao Zhou
- Shanghai Key Laboratory of Birth Defects, Division of Neonatology, Children's Hospital of Fudan University, National Center for Children's Health, Shanghai, China
| | - Vassilios Fanos
- Neonatal Intensive Care Unit and Neonatal Pathology, Department of Surgical Sciences, School of Medicine, University of Cagliari, Cagliari, Italy
| | - Valery N Danilenko
- Vavilov Institute of General Genetics Russian Academy of Sciences, Moscow, Russia
| | - Dennis P Wall
- Pediatrics (Systems Medicine), Biomedical Data Science, and Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA
| | - Paúl Cárdenas
- Institute of Microbiology, COCIBA, Universidad San Francisco de Quito, Quito, Ecuador
| | - Manuel E Baldeón
- Facultad de Ciencias Médicas, de la Salud y la Vida, Universidad Internacional del Ecuador, Quito, Ecuador
| | - Sébastien Jacquemont
- Sainte Justine Hospital Research Center, Montréal, QC, Canada
- Department of Pediatrics, Université de Montréal, Montréal, QC, Canada
| | - Omry Koren
- Azrieli Faculty of Medicine, Bar Ilan University, Safed, Israel
| | - Evan Elliott
- Azrieli Faculty of Medicine, Bar Ilan University, Safed, Israel
- The Leslie and Susan Gonda Multidisciplinary Brain Research Center, Bar Ilan University, Ramat Gan, Israel
| | - Ramnik J Xavier
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Molecular Biology, Massachusetts General Hospital, Boston, MA, USA
- Center for the Study of Inflammatory Bowel Disease, Massachusetts General Hospital, Boston, MA, USA
| | - Sarkis K Mazmanian
- Division of Biology & Biological Engineering, California Institute of Technology, Pasadena, CA, USA
| | - Rob Knight
- Department of Pediatrics, School of Medicine, University of California, San Diego, La Jolla, CA, USA
- Department of Computer Science and Engineering, Jacobs School of Engineering, University of California, San Diego, La Jolla, CA, USA
- Department of Bioengineering, University of California, San Diego, La Jolla, California, USA
- Center for Microbiome Innovation, University of California, San Diego, La Jolla, California, USA
| | - Jack A Gilbert
- Department of Pediatrics, School of Medicine, University of California, San Diego, La Jolla, CA, USA
- Center for Microbiome Innovation, University of California, San Diego, La Jolla, California, USA
- Scripps Institution of Oceanography, University of California, San Diego, La Jolla, CA, USA
| | - Sharon M Donovan
- Division of Nutritional Sciences, University of Illinois, Urbana, IL, USA
| | - Trevor D Lawley
- Host-Microbiota Interactions Laboratory, Wellcome Sanger Institute, Hinxton, UK
| | - Bob Carpenter
- Center for Computational Biology, Flatiron Institute, Simons Foundation, New York, NY, USA
| | - Richard Bonneau
- Center for Computational Biology, Flatiron Institute, Simons Foundation, New York, NY, USA
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, NY, USA
- Prescient Design, a Genentech Accelerator, New York, NY, USA
| | - Gaspar Taroncher-Oldenburg
- Gaspar Taroncher Consulting, Philadelphia, PA, USA.
- Simons Foundation Autism Research Initiative, Simons Foundation, New York, NY, USA.
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12
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Schaffer L, Rau S, Clasen L, Warling A, Whitman ET, Nadig A, McDermott C, Xenophontos A, Wilson K, Blumenthal J, Torres E, Raznahan A. X- vs. Y-Chromosome Influences on Human Behavior: A Deep Phenotypic Comparison of Psychopathology in XXY and XYY Syndromes. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.06.19.23291614. [PMID: 37502878 PMCID: PMC10371113 DOI: 10.1101/2023.06.19.23291614] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/29/2023]
Abstract
Do different genetic disorders impart different psychiatric risk profiles? This question has major implications for biological and translational aspects of psychiatry, but has been difficult to tackle given limited access to shared batteries of fine-grained clinical data across genetic disorders. Using a new suite of generalizable analytic approaches, we examine gold-standard diagnostic ratings, scores on 66 dimensional measures of psychopathology, and measures of cognition and functioning in two different sex chromosome aneuploidies (SCAs) - Klinefelter (XXY/KS) and XYY syndrome (n=102 and 64 vs. n=74 and 60 matched XY controls, total n=300). We focus on SCAs for their high collective prevalence, informativeness regarding differential X- vs. Y-chromosome effects, and potential relevance for normative sex differences. We show that XXY/KS elevates rates for most psychiatric diagnoses as previously reported for XYY, but disproportionately so for anxiety disorders. Fine-mapping across all 66 traits provides a detailed profile of psychopathology in XXY/KS which is strongly correlated with that of XYY (r=.75 across traits) and robust to ascertainment biases, but reveals: (i) a greater penetrance of XYY than KS/XXY for most traits except mood/anxiety problems, and (ii) a disproportionate impact of XYY vs. XXY/KS on social problems. XXY/KS and XXY showed a similar coupling of psychopathology with adaptive function and caregiver strain, but not IQ. This work provides new tools for deep-phenotypic comparisons of genetic disorders in psychiatry and uses these to detail unique and shared effects of the X- and Y-chromosome on human behavior.
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Affiliation(s)
- Lukas Schaffer
- Section on Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Bethesda, MD, USA
| | - Srishti Rau
- Center for Autism Spectrum Disorders and Division of Neuropsychology, Children’s National Hospital, Washington DC, USA
| | - Liv Clasen
- Section on Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Bethesda, MD, USA
| | - Allysa Warling
- Section on Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Bethesda, MD, USA
| | - Ethan T. Whitman
- Section on Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Bethesda, MD, USA
| | - Ajay Nadig
- Section on Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Bethesda, MD, USA
| | - Cassidy McDermott
- Section on Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Bethesda, MD, USA
| | - Anastasia Xenophontos
- Section on Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Bethesda, MD, USA
| | - Kathleen Wilson
- Section on Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Bethesda, MD, USA
| | - Jonathan Blumenthal
- Section on Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Bethesda, MD, USA
| | - Erin Torres
- Section on Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Bethesda, MD, USA
| | - Armin Raznahan
- Section on Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Bethesda, MD, USA
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13
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Kopal J, Kumar K, Saltoun K, Modenato C, Moreau CA, Martin-Brevet S, Huguet G, Jean-Louis M, Martin CO, Saci Z, Younis N, Tamer P, Douard E, Maillard AM, Rodriguez-Herreros B, Pain A, Richetin S, Kushan L, Silva AI, van den Bree MBM, Linden DEJ, Owen MJ, Hall J, Lippé S, Draganski B, Sønderby IE, Andreassen OA, Glahn DC, Thompson PM, Bearden CE, Jacquemont S, Bzdok D. Rare CNVs and phenome-wide profiling highlight brain structural divergence and phenotypical convergence. Nat Hum Behav 2023; 7:1001-1017. [PMID: 36864136 PMCID: PMC7615290 DOI: 10.1038/s41562-023-01541-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2022] [Accepted: 01/30/2023] [Indexed: 03/04/2023]
Abstract
Copy number variations (CNVs) are rare genomic deletions and duplications that can affect brain and behaviour. Previous reports of CNV pleiotropy imply that they converge on shared mechanisms at some level of pathway cascades, from genes to large-scale neural circuits to the phenome. However, existing studies have primarily examined single CNV loci in small clinical cohorts. It remains unknown, for example, how distinct CNVs escalate vulnerability for the same developmental and psychiatric disorders. Here we quantitatively dissect the associations between brain organization and behavioural differentiation across 8 key CNVs. In 534 CNV carriers, we explored CNV-specific brain morphology patterns. CNVs were characteristic of disparate morphological changes involving multiple large-scale networks. We extensively annotated these CNV-associated patterns with ~1,000 lifestyle indicators through the UK Biobank resource. The resulting phenotypic profiles largely overlap and have body-wide implications, including the cardiovascular, endocrine, skeletal and nervous systems. Our population-level investigation established brain structural divergences and phenotypical convergences of CNVs, with direct relevance to major brain disorders.
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Affiliation(s)
- Jakub Kopal
- Department of Biomedical Engineering, Faculty of Medicine, McGill University, Montreal, Quebec, Canada
- Mila - Quebec Artificial Intelligence Institute, Montréal, Quebec, Canada
| | - Kuldeep Kumar
- Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Quebec, Canada
| | - Karin Saltoun
- Department of Biomedical Engineering, Faculty of Medicine, McGill University, Montreal, Quebec, Canada
- Mila - Quebec Artificial Intelligence Institute, Montréal, Quebec, Canada
| | - Claudia Modenato
- LREN - Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland
| | - Clara A Moreau
- Human Genetics and Cognitive Functions, CNRS UMR 3571: Genes, Synapses and Cognition, Institut Pasteur, Paris, France
| | - Sandra Martin-Brevet
- LREN - Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland
| | - Guillaume Huguet
- Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Quebec, Canada
| | - Martineau Jean-Louis
- Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Quebec, Canada
| | - Charles-Olivier Martin
- Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Quebec, Canada
| | - Zohra Saci
- Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Quebec, Canada
| | - Nadine Younis
- Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Quebec, Canada
| | - Petra Tamer
- Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Quebec, Canada
| | - Elise Douard
- Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Quebec, Canada
| | - Anne M Maillard
- Service des Troubles du Spectre de l'Autisme et apparentés, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland
| | - Borja Rodriguez-Herreros
- Service des Troubles du Spectre de l'Autisme et apparentés, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland
| | - Aurèlie Pain
- Service des Troubles du Spectre de l'Autisme et apparentés, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland
| | - Sonia Richetin
- Service des Troubles du Spectre de l'Autisme et apparentés, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland
| | - Leila Kushan
- Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles, CA, USA
| | - Ana I Silva
- School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Marianne B M van den Bree
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, UK
- Neuroscience and Mental Health Research Institute, Cardiff University, Cardiff, UK
| | - David E J Linden
- School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- Neuroscience and Mental Health Research Institute, Cardiff University, Cardiff, UK
| | - Michael J Owen
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, UK
| | - Jeremy Hall
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, UK
| | - Sarah Lippé
- Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Quebec, Canada
| | - Bogdan Draganski
- LREN - Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland
- Neurology Department, Max-Planck-Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - 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
| | - David C Glahn
- Department of Psychiatry, Boston Children's Hospital and Harvard Medical School, Boston, MA, USA
| | - Paul M Thompson
- Imaging Genetics Center, Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, Los Angeles, CA, USA
| | - Carrie E Bearden
- Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles, CA, USA
| | - Sébastien Jacquemont
- Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Quebec, Canada
| | - Danilo Bzdok
- Department of Biomedical Engineering, Faculty of Medicine, McGill University, Montreal, Quebec, Canada.
- Mila - Quebec Artificial Intelligence Institute, Montréal, Quebec, Canada.
- TheNeuro - Montreal Neurological Institute (MNI), McConnell Brain Imaging Centre, Faculty of Medicine, McGill University, Montreal, Quebec, Canada.
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14
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Molloy CJ, Quigley C, McNicholas Á, Lisanti L, Gallagher L. A review of the cognitive impact of neurodevelopmental and neuropsychiatric associated copy number variants. Transl Psychiatry 2023; 13:116. [PMID: 37031194 PMCID: PMC10082763 DOI: 10.1038/s41398-023-02421-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/06/2022] [Revised: 03/24/2023] [Accepted: 03/28/2023] [Indexed: 04/10/2023] Open
Abstract
The heritability of intelligence or general cognitive ability is estimated at 41% and 66% in children and adults respectively. Many rare copy number variants are associated with neurodevelopmental and neuropsychiatric conditions (ND-CNV), including schizophrenia and autism spectrum disorders, and may contribute to the observed variability in cognitive ability. Here, we reviewed studies of intelligence quotient or cognitive function in ND-CNV carriers, from both general population and clinical cohorts, to understand the cognitive impact of ND-CNV in both contexts and identify potential genotype-specific cognitive phenotypes. We reviewed aggregate studies of sets ND-CNV broadly linked to neurodevelopmental and neuropsychiatric conditions, and genotype-first studies of a subset of 12 ND-CNV robustly associated with schizophrenia and autism. Cognitive impacts were observed across ND-CNV in both general population and clinical cohorts, with reports of phenotypic heterogeneity. Evidence for ND-CNV-specific impacts were limited by a small number of studies and samples sizes. A comprehensive understanding of the cognitive impact of ND-CNVs would be clinically informative and could identify potential educational needs for ND-CNV carriers. This could improve genetic counselling for families impacted by ND-CNV, and clinical outcomes for those with complex needs.
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Affiliation(s)
- Ciara J Molloy
- Department of Psychiatry, School of Medicine, Trinity College Dublin, Dublin, Ireland.
- Trinity Centre for Health Sciences, St. James's Hospital, Dublin, Ireland.
| | - Ciara Quigley
- Department of Psychiatry, School of Medicine, Trinity College Dublin, Dublin, Ireland
- Trinity Centre for Health Sciences, St. James's Hospital, Dublin, Ireland
| | - Áine McNicholas
- Department of Psychiatry, School of Medicine, Trinity College Dublin, Dublin, Ireland
- Trinity Centre for Health Sciences, St. James's Hospital, Dublin, Ireland
| | - Linda Lisanti
- Department of Psychiatry, School of Medicine, Trinity College Dublin, Dublin, Ireland
- Trinity Centre for Health Sciences, St. James's Hospital, Dublin, Ireland
| | - Louise Gallagher
- Department of Psychiatry, School of Medicine, Trinity College Dublin, Dublin, Ireland
- Trinity Centre for Health Sciences, St. James's Hospital, Dublin, Ireland
- The Hospital for SickKids, Toronto, ON, Canada
- The Peter Gilgan Centre for Research and Learning, SickKids Research Institute, SickKids Research Institute, Toronto, ON, Canada
- The Centre for Addiction and Mental Health, Toronto, ON, Canada
- Department of Psychiatry, Temerty Faculty of Medicine, University of Toronto, Toronto, ON, Canada
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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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17
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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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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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Raznahan A, Won H, Glahn DC, Jacquemont S. Convergence and Divergence of Rare Genetic Disorders on Brain Phenotypes: A Review. JAMA Psychiatry 2022; 79:818-828. [PMID: 35767289 DOI: 10.1001/jamapsychiatry.2022.1450] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
IMPORTANCE Rare genetic disorders modulating gene expression-as exemplified by gene dosage disorders (GDDs)-represent a collectively common set of high-risk factors for neuropsychiatric illness. Research on GDDs is rapidly expanding because these variants have high effect sizes and a known genetic basis. Moreover, the prevalence of recurrent GDDs (encompassing aneuploidies and certain copy number variations) enables genetic-first phenotypic characterization of the same GDD across multiple individuals, thereby offering a unique window into genetic influences on the human brain and behavior. However, the rapid growth of GDD research has unveiled perplexing phenotypic convergences and divergences across genomic loci; while phenotypic profiles may be specifically associated with a genomic variant, individual behavioral and neuroimaging traits appear to be nonspecifically influenced by most GDDs. OBSERVATIONS This complexity is addressed by (1) providing an accessible survey of genotype-phenotype mappings across different GDDs, focusing on psychopathology, cognition, and brain anatomy, and (2) detailing both methodological and mechanistic sources for observed phenotypic convergences and divergences. This effort yields methodological recommendations for future comparative phenotypic research on GDDs as well as a set of new testable hypotheses regarding aspects of early brain patterning that might govern the complex mapping of genetic risk onto phenotypic variation in neuropsychiatric disorders. CONCLUSIONS AND RELEVANCE A roadmap is provided to boost accurate measurement and mechanistic interrogation of phenotypic convergence and divergence across multiple GDDs. Pursuing the questions posed by GDDs could substantially improve our taxonomical, neurobiological, and translational understanding of neuropsychiatric illness.
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Affiliation(s)
- Armin Raznahan
- Section on Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Bethesda, Maryland
| | - Hyejung Won
- Department of Genetics and the Neuroscience Center, University of North Carolina at Chapel Hill
| | - David C Glahn
- Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston, Massachusetts.,Department of Psychiatry, Harvard Medical School, Boston, Massachusetts
| | - Sébastien Jacquemont
- Sainte Justine University Hospital Research Center, Montreal, Quebec, Canada.,Department of Pediatrics, University of Montreal, Sainte Justine Research Center, Montreal, Quebec, Canada
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Possible association of 16p11.2 copy number variation with altered lymphocyte and neutrophil counts. NPJ Genom Med 2022; 7:38. [PMID: 35715439 PMCID: PMC9205872 DOI: 10.1038/s41525-022-00308-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2021] [Accepted: 05/23/2022] [Indexed: 11/09/2022] Open
Abstract
Recurrent copy-number variations (CNVs) at chromosome 16p11.2 are associated with neurodevelopmental diseases, skeletal system abnormalities, anemia, and genitourinary defects. Among the 40 protein-coding genes encompassed within the rearrangement, some have roles in leukocyte biology and immunodeficiency, like SPN and CORO1A. We therefore investigated leukocyte differential counts and disease in 16p11.2 CNV carriers. In our clinically-recruited cohort, we identified three deletion carriers from two families (out of 32 families assessed) with neutropenia and lymphopenia. They had no deleterious single-nucleotide or indel variant in known cytopenia genes, suggesting a possible causative role of the deletion. Noticeably, all three individuals had the lowest copy number of the human-specific BOLA2 duplicon (copy-number range: 3–8). Consistent with the lymphopenia and in contrast with the neutropenia associations, adult deletion carriers from UK biobank (n = 74) showed lower lymphocyte (Padj = 0.04) and increased neutrophil (Padj = 8.31e-05) counts. Mendelian randomization studies pinpointed to reduced CORO1A, KIF22, and BOLA2-SMG1P6 expressions being causative for the lower lymphocyte counts. In conclusion, our data suggest that 16p11.2 deletion, and possibly also the lowest dosage of the BOLA2 duplicon, are associated with low lymphocyte counts. There is a trend between 16p11.2 deletion with lower copy-number of the BOLA2 duplicon and higher susceptibility to moderate neutropenia. Higher numbers of cases are warranted to confirm the association with neutropenia and to resolve the involvement of the deletion coupled with deleterious variants in other genes and/or with the structure and copy number of segments in the CNV breakpoint regions.
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NISHIOKA MASAKI. The Current Progress of Psychiatric Genomics. JUNTENDO IJI ZASSHI = JUNTENDO MEDICAL JOURNAL 2022; 68:2-11. [PMID: 38911007 PMCID: PMC11189800 DOI: 10.14789/jmj.jmj21-0038-r] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Accepted: 11/24/2021] [Indexed: 06/25/2024]
Abstract
Psychiatric disorders such as bipolar disorder and schizophrenia are highly heritable. While the genetic contribution to psychiatric disorders is quite sure, specific genetic factors contributing to particular conditions have long been a mystery. Empowered by the initial report of the Human Genome Project, the analysis of the comprehensive set of the human genome, called "genomics," became possible. Subsequent development of large-scale genomic technologies enabled us to elucidate various disease-related genetic information, accelerating our understanding of various diseases. Genomic research on psychiatric disorders is not an exception. In this Review, I introduce significant advancements in psychiatric genomics with a special focus on our investigation of bipolar disorder. International consortiums and advocacy groups accelerate psychiatric genomics, increasing the sample size and statistical power for robust findings. The genetic architecture of schizophrenia has been elucidated in both common and rare variant studies. The genetic architecture of autism spectrum disorder (ASD) has been elucidated mainly by rare variant analysis. As to bipolar disorder, common variant analysis precedes rare variant analysis, but we are struggling to elucidate relevant rare variants. While the genomic approach has explained specific genetic factors for particular disorders, overlapping risk genes or pleiotropy has been observed more than expected. The boundary in the current nosology of psychiatric disorders is more or less challenged. To understand the genotype-phenotype relation more deeply, an attempt to understand phenotypes based on genotypes, called the "genotype first" approach, has started. I discuss this new approach for better understanding and treatment of psychiatric disorders.
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Affiliation(s)
- MASAKI NISHIOKA
- Corresponding author: Masaki Nishioka, Department of Psychiatry, Faculty of Medicine, Juntendo University, Department of Molecular Pathology of Mood Disorders, Faculty of Medicine, Juntendo University, Hongo 2-1-1, Bunkyo-ku, Tokyo, 113-8421, Japan, TEL&FAX: +81-3-5802-1070 E-mail:
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22
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Tomasello DL, Kim JL, Khodour Y, McCammon JM, Mitalipova M, Jaenisch R, Futerman AH, Sive H. 16pdel lipid changes in iPSC-derived neurons and function of FAM57B in lipid metabolism and synaptogenesis. iScience 2022; 25:103551. [PMID: 34984324 PMCID: PMC8693007 DOI: 10.1016/j.isci.2021.103551] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2021] [Revised: 09/23/2021] [Accepted: 11/26/2021] [Indexed: 01/01/2023] Open
Abstract
The complex 16p11.2 deletion syndrome (16pdel) is accompanied by neurological disorders, including epilepsy, autism spectrum disorder, and intellectual disability. We demonstrated that 16pdel iPSC differentiated neurons from affected people show augmented local field potential activity and altered ceramide-related lipid species relative to unaffected. FAM57B, a poorly characterized gene in the 16p11.2 interval, has emerged as a candidate tied to symptomatology. We found that FAM57B modulates ceramide synthase (CerS) activity, but is not a CerS per se. In FAM57B mutant human neuronal cells and zebrafish brain, composition and levels of sphingolipids and glycerolipids associated with cellular membranes are disrupted. Consistently, we observed aberrant plasma membrane architecture and synaptic protein mislocalization, which were accompanied by depressed brain and behavioral activity. Together, these results suggest that haploinsufficiency of FAM57B contributes to changes in neuronal activity and function in 16pdel syndrome through a crucial role for the gene in lipid metabolism.
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Affiliation(s)
| | - Jiyoon L. Kim
- Department of Biomolecular Sciences, Weizmann Institute of Science, Rehovot 76100, Israel
| | - Yara Khodour
- Department of Biomolecular Sciences, Weizmann Institute of Science, Rehovot 76100, Israel
| | | | - Maya Mitalipova
- Whitehead Institute for Biomedical Research, Cambridge, MA 02142, USA
| | - Rudolf Jaenisch
- Whitehead Institute for Biomedical Research, Cambridge, MA 02142, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Anthony H. Futerman
- Department of Biomolecular Sciences, Weizmann Institute of Science, Rehovot 76100, Israel
| | - Hazel Sive
- Whitehead Institute for Biomedical Research, Cambridge, MA 02142, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
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23
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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, 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] [Citation(s) in RCA: 38] [Impact Index Per Article: 19.0] [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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24
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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: 5.7] [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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25
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Moreau CA, Raznahan A, Bellec P, Chakravarty M, Thompson PM, Jacquemont S. Dissecting autism and schizophrenia through neuroimaging genomics. Brain 2021; 144:1943-1957. [PMID: 33704401 PMCID: PMC8370419 DOI: 10.1093/brain/awab096] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2020] [Revised: 12/24/2020] [Accepted: 01/08/2021] [Indexed: 12/23/2022] Open
Abstract
Neuroimaging genomic studies of autism spectrum disorder and schizophrenia have mainly adopted a 'top-down' approach, beginning with the behavioural diagnosis, and moving down to intermediate brain phenotypes and underlying genetic factors. Advances in imaging and genomics have been successfully applied to increasingly large case-control studies. As opposed to diagnostic-first approaches, the bottom-up strategy begins at the level of molecular factors enabling the study of mechanisms related to biological risk, irrespective of diagnoses or clinical manifestations. The latter strategy has emerged from questions raised by top-down studies: why are mutations and brain phenotypes over-represented in individuals with a psychiatric diagnosis? Are they related to core symptoms of the disease or to comorbidities? Why are mutations and brain phenotypes associated with several psychiatric diagnoses? Do they impact a single dimension contributing to all diagnoses? In this review, we aimed at summarizing imaging genomic findings in autism and schizophrenia as well as neuropsychiatric variants associated with these conditions. Top-down studies of autism and schizophrenia identified patterns of neuroimaging alterations with small effect-sizes and an extreme polygenic architecture. Genomic variants and neuroimaging patterns are shared across diagnostic categories suggesting pleiotropic mechanisms at the molecular and brain network levels. Although the field is gaining traction; characterizing increasingly reproducible results, it is unlikely that top-down approaches alone will be able to disentangle mechanisms involved in autism or schizophrenia. In stark contrast with top-down approaches, bottom-up studies showed that the effect-sizes of high-risk neuropsychiatric mutations are equally large for neuroimaging and behavioural traits. Low specificity has been perplexing with studies showing that broad classes of genomic variants affect a similar range of behavioural and cognitive dimensions, which may be consistent with the highly polygenic architecture of psychiatric conditions. The surprisingly discordant effect sizes observed between genetic and diagnostic first approaches underscore the necessity to decompose the heterogeneity hindering case-control studies in idiopathic conditions. We propose a systematic investigation across a broad spectrum of neuropsychiatric variants to identify putative latent dimensions underlying idiopathic conditions. Gene expression data on temporal, spatial and cell type organization in the brain have also considerable potential for parsing the mechanisms contributing to these dimensions' phenotypes. While large neuroimaging genomic datasets are now available in unselected populations, there is an urgent need for data on individuals with a range of psychiatric symptoms and high-risk genomic variants. Such efforts together with more standardized methods will improve mechanistically informed predictive modelling for diagnosis and clinical outcomes.
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Affiliation(s)
- Clara A Moreau
- Sainte Justine Research Center, University of Montréal, Montréal, Québec H3T 1C5, Canada
- Centre de Recherche de l’Institut Universitaire de Gériatrie de Montréal, Montreal, Québec H3W 1W5, Canada
- Human Genetics and Cognitive Functions, CNRS UMR 3571, Université de Paris, Institut Pasteur, Paris, France
| | - Armin Raznahan
- Section on Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health Intramural Research Program, Bethesda, MD 20892, USA
| | - Pierre Bellec
- Centre de Recherche de l’Institut Universitaire de Gériatrie de Montréal, Montreal, Québec H3W 1W5, Canada
| | - Mallar Chakravarty
- Cerebral Imaging Centre, Douglas Hospital Mental Health University Institute, Verdun, Québec H4H 1R3, Canada
| | - Paul M Thompson
- Imaging Genetics Center, Stevens Institute for Neuroimaging and Informatics, USC Keck School of Medicine, Marina del Rey, CA 90033, USA
| | - Sebastien Jacquemont
- Sainte Justine Research Center, University of Montréal, Montréal, Québec H3T 1C5, Canada
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26
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Xie X, Wu X, Su L, Cai M, Li Y, Huang H, Xu L. Application of Single Nucleotide Polymorphism Microarray in Prenatal Diagnosis of Fetuses with Central Nervous System Abnormalities. Int J Gen Med 2021; 14:4239-4246. [PMID: 34393503 PMCID: PMC8354765 DOI: 10.2147/ijgm.s323899] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2021] [Accepted: 07/28/2021] [Indexed: 01/02/2023] Open
Abstract
Background The current gold standard of karyotype analysis for prenatal diagnosis of fetuses with central nervous system (CNS) abnormalities has some limitations. Here, we assessed the value of single nucleotide polymorphism (SNP) arrays as a diagnostic tool. Methods The results of prenatal diagnosis of 344 fetuses with CNS abnormalities as determined by ultrasonographic screening were retrospectively analyzed. All fetuses underwent chromosomal karyotype analysis and genome-wide SNP array analysis simultaneously. The resultant rates and frequencies of genomic abnormalities were compared. Results Karyotype analysis found 45 (13.2%) abnormal CNS cases, while SNP array found 60 (17.4%) cases. SNP array detected 23 (6.7%) cases of submicroscopic abnormalities that karyotype analysis did not find. The detection rate of karyotype analysis was 8.1% in the group with isolated CNS anomalies, but 16.5% in the group with CNS abnormalities plus extra ultrasound anomalies. Detection rates of SNP array were 12.4% and 20.8% in these two groups, respectively. Statistical analysis showed that the detection rates of both methods were significantly higher in the group with CNS malformations and other ultrasound anomalies than in the group with isolated CNS anomalies. Abnormal chromosomes were detected most frequently in fetuses with holoprosencephaly. Conclusion Genome-wide SNP array technology can significantly improve the positive detection rate of fetuses with CNS abnormalities. Combining karyotype analysis and SNP array technology is recommended for detecting the development of fetuses with abnormal CNS.
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Affiliation(s)
- Xiaorui Xie
- Medical Genetic Diagnosis and Therapy Center, Fujian Key Laboratory for Prenatal Diagnosis and Birth Defect, Fujian Provincial Maternity and Children's Hospital, Affiliated Hospital of Fujian Medical University, Fuzhou, People's Republic of China
| | - Xiaoqing Wu
- Medical Genetic Diagnosis and Therapy Center, Fujian Key Laboratory for Prenatal Diagnosis and Birth Defect, Fujian Provincial Maternity and Children's Hospital, Affiliated Hospital of Fujian Medical University, Fuzhou, People's Republic of China
| | - Linjuan Su
- Medical Genetic Diagnosis and Therapy Center, Fujian Key Laboratory for Prenatal Diagnosis and Birth Defect, Fujian Provincial Maternity and Children's Hospital, Affiliated Hospital of Fujian Medical University, Fuzhou, People's Republic of China
| | - Meiying Cai
- Medical Genetic Diagnosis and Therapy Center, Fujian Key Laboratory for Prenatal Diagnosis and Birth Defect, Fujian Provincial Maternity and Children's Hospital, Affiliated Hospital of Fujian Medical University, Fuzhou, People's Republic of China
| | - Ying Li
- Medical Genetic Diagnosis and Therapy Center, Fujian Key Laboratory for Prenatal Diagnosis and Birth Defect, Fujian Provincial Maternity and Children's Hospital, Affiliated Hospital of Fujian Medical University, Fuzhou, People's Republic of China
| | - Hailong Huang
- Medical Genetic Diagnosis and Therapy Center, Fujian Key Laboratory for Prenatal Diagnosis and Birth Defect, Fujian Provincial Maternity and Children's Hospital, Affiliated Hospital of Fujian Medical University, Fuzhou, People's Republic of China
| | - Liangpu Xu
- Medical Genetic Diagnosis and Therapy Center, Fujian Key Laboratory for Prenatal Diagnosis and Birth Defect, Fujian Provincial Maternity and Children's Hospital, Affiliated Hospital of Fujian Medical University, Fuzhou, People's Republic of China
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27
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Modenato C, Kumar K, Moreau C, Martin-Brevet S, Huguet G, Schramm C, Jean-Louis M, Martin CO, Younis N, Tamer P, Douard E, Thébault-Dagher F, Côté V, Charlebois AR, Deguire F, Maillard AM, Rodriguez-Herreros B, Pain A, Richetin S, Melie-Garcia L, Kushan L, Silva AI, van den Bree MBM, Linden DEJ, Owen MJ, Hall J, Lippé S, Chakravarty M, Bzdok D, Bearden CE, Draganski B, Jacquemont S. Effects of eight neuropsychiatric copy number variants on human brain structure. Transl Psychiatry 2021; 11:399. [PMID: 34285187 PMCID: PMC8292542 DOI: 10.1038/s41398-021-01490-9] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/12/2021] [Revised: 06/03/2021] [Accepted: 06/16/2021] [Indexed: 02/07/2023] Open
Abstract
Many copy number variants (CNVs) confer risk for the same range of neurodevelopmental symptoms and psychiatric conditions including autism and schizophrenia. Yet, to date neuroimaging studies have typically been carried out one mutation at a time, showing that CNVs have large effects on brain anatomy. Here, we aimed to characterize and quantify the distinct brain morphometry effects and latent dimensions across 8 neuropsychiatric CNVs. We analyzed T1-weighted MRI data from clinically and non-clinically ascertained CNV carriers (deletion/duplication) at the 1q21.1 (n = 39/28), 16p11.2 (n = 87/78), 22q11.2 (n = 75/30), and 15q11.2 (n = 72/76) loci as well as 1296 non-carriers (controls). Case-control contrasts of all examined genomic loci demonstrated effects on brain anatomy, with deletions and duplications showing mirror effects at the global and regional levels. Although CNVs mainly showed distinct brain patterns, principal component analysis (PCA) loaded subsets of CNVs on two latent brain dimensions, which explained 32 and 29% of the variance of the 8 Cohen's d maps. The cingulate gyrus, insula, supplementary motor cortex, and cerebellum were identified by PCA and multi-view pattern learning as top regions contributing to latent dimension shared across subsets of CNVs. The large proportion of distinct CNV effects on brain morphology may explain the small neuroimaging effect sizes reported in polygenic psychiatric conditions. Nevertheless, latent gene brain morphology dimensions will help subgroup the rapidly expanding landscape of neuropsychiatric variants and dissect the heterogeneity of idiopathic conditions.
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Affiliation(s)
- Claudia Modenato
- LREN - Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland
| | - Kuldeep Kumar
- Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Canada
| | - Clara Moreau
- Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Canada
| | - Sandra Martin-Brevet
- LREN - Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland
| | - Guillaume Huguet
- Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Canada
| | - Catherine Schramm
- Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Canada
| | - Martineau Jean-Louis
- Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Canada
| | | | - Nadine Younis
- Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Canada
| | - Petra Tamer
- Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Canada
| | - Elise Douard
- Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Canada
| | | | - Valérie Côté
- Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Canada
| | | | - Florence Deguire
- Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Canada
| | - Anne M Maillard
- Service des Troubles du Spectre de l'Autisme et apparentés, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland
| | - Borja Rodriguez-Herreros
- Service des Troubles du Spectre de l'Autisme et apparentés, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland
| | - Aurèlie Pain
- Service des Troubles du Spectre de l'Autisme et apparentés, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland
| | - Sonia Richetin
- Service des Troubles du Spectre de l'Autisme et apparentés, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland
| | - Lester Melie-Garcia
- Applied Signal Processing Group (ASPG), Swiss Federal Institute Lausanne (EPFL), Lausanne, Switzerland
| | - Leila Kushan
- Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles, USA
| | - Ana I Silva
- School for Mental Health and Neuroscience, Maastricht University, Maastricht, Netherlands
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Marianne B M van den Bree
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, UK
- Neuroscience and Mental Health Research Institute, Cardiff University, Cardiff, UK
| | - David E J Linden
- School for Mental Health and Neuroscience, Maastricht University, Maastricht, Netherlands
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- Neuroscience and Mental Health Research Institute, Cardiff University, Cardiff, UK
| | - Michael J Owen
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, UK
| | - Jeremy Hall
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, UK
- Neuroscience and Mental Health Research Institute, Cardiff University, Cardiff, UK
| | - Sarah Lippé
- Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Canada
| | | | - Danilo Bzdok
- Department of Biomedical Engineering, McConnell Brain Imaging Centre; Montreal Neurological Institute, McGill University, Montréal, QC, Canada
- Mila - Quebec Artificial Intelligence Institute, Montréal, QC, Canada
| | - Carrie E Bearden
- Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, UCLA, Los Angeles, USA
| | - Bogdan Draganski
- LREN - Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland
- Neurology Department, Max-Planck-Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - Sébastien Jacquemont
- Centre de recherche CHU Sainte-Justine and University of Montréal, Montréal, Canada.
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28
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Chung WK, Roberts TP, Sherr EH, Snyder LG, Spiro JE. 16p11.2 deletion syndrome. Curr Opin Genet Dev 2021; 68:49-56. [PMID: 33667823 DOI: 10.1016/j.gde.2021.01.011] [Citation(s) in RCA: 36] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Revised: 01/09/2021] [Accepted: 01/29/2021] [Indexed: 10/22/2022]
Abstract
The 16p11.2 BP4 and BP5 region, is a recurrent ∼600kb copy number variant (CNV), and deletions are one of the most frequent etiologies of neurodevelopmental disorders and autism spectrum disorder with an incidence of approximately 1/2000. Deletion carriers have delays in early neurodevelopment that most specifically impair speech, phonology and language in 70%. Intelligence quotient is shifted 1.8 standard deviations lower than family controls without the deletion. Other common neurobehavioral conditions include motor coordination difficulties (60%) and autism (20-25%). Unprovoked seizures are common (24%) and readily treated and resolve with age in many. Obesity evolves throughout childhood and by adulthood 75% are obese. Congenital anomalies are more common than the general population. The deletion is associated with an increase in brain volumes across all areas of the brain, changes in the white matter microstructural properties, and early electrophysiological cortical responses from auditory cortex. Studies of genetically defined conditions, particularly CNVs that are not associated with profound disabilities, provide homogeneity to study genetic impact on brain development, structure, and function to better understand complex neurobehavioral phenotypes such as autism.
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Affiliation(s)
- Wendy K Chung
- Departments of Pediatrics and Medicine, Columbia University, New York, NY, Simons Foundation, New York, NY, United States.
| | - Timothy Pl Roberts
- Lurie Family Foundations MEG Imaging Center, Dept. of Radiology, Children's Hospital of Philadelphia, Philadelphia, PA 19104, United States
| | - Elliott H Sherr
- Department of Neurology, Weill Institute of Neurosciences, University of California, San Francisco, United States
| | | | - John E Spiro
- Simons Foundation, 160 Fifth Avenue, New York, NY 10010, United States
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29
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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: 16] [Impact Index Per Article: 5.3] [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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30
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Bristow GC, Thomson DM, Openshaw RL, Mitchell EJ, Pratt JA, Dawson N, Morris BJ. 16p11 Duplication Disrupts Hippocampal-Orbitofrontal-Amygdala Connectivity, Revealing a Neural Circuit Endophenotype for Schizophrenia. Cell Rep 2021; 31:107536. [PMID: 32320645 DOI: 10.1016/j.celrep.2020.107536] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2019] [Revised: 02/18/2020] [Accepted: 03/28/2020] [Indexed: 02/07/2023] Open
Abstract
Chromosome 16p11.2 duplications dramatically increase risk for schizophrenia, but the mechanisms remain largely unknown. Here, we show that mice with an equivalent genetic mutation (16p11.2 duplication mice) exhibit impaired hippocampal-orbitofrontal and hippocampal-amygdala functional connectivity. Expression of schizophrenia-relevant GABAergic cell markers (parvalbumin and calbindin) is selectively decreased in orbitofrontal cortex, while somatostatin expression is decreased in lateral amygdala. When 16p11.2 duplication mice are tested in cognitive tasks dependent on hippocampal-orbitofrontal connectivity, performance is impaired in an 8-arm maze "N-back" working memory task and in a touchscreen continuous performance task. Consistent with hippocampal-amygdala dysconnectivity, deficits in ethologically relevant social behaviors are also observed. Overall, the cellular/molecular, brain network, and behavioral alterations markedly mirror those observed in schizophrenia patients. Moreover, the data suggest that 16p11.2 duplications selectively impact hippocampal-amygdaloid-orbitofrontal circuitry, supporting emerging ideas that dysfunction in this network is a core element of schizophrenia and defining a neural circuit endophenotype for the disease.
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Affiliation(s)
- Greg C Bristow
- Department of Biomedical and Life Sciences, University of Lancaster, Lancaster LA1 4YW, UK
| | - David M Thomson
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow G4 0RE, UK
| | - Rebecca L Openshaw
- Institute of Neuroscience and Psychology, College of Medical, Veterinary and Life Sciences, University of Glasgow, West Medical Building, Glasgow G12 8QQ, UK
| | - Emma J Mitchell
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow G4 0RE, UK
| | - Judith A Pratt
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow G4 0RE, UK
| | - Neil Dawson
- Department of Biomedical and Life Sciences, University of Lancaster, Lancaster LA1 4YW, UK
| | - Brian J Morris
- Institute of Neuroscience and Psychology, College of Medical, Veterinary and Life Sciences, University of Glasgow, West Medical Building, Glasgow G12 8QQ, UK.
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31
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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, 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] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 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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Osório JMA, Rodríguez-Herreros B, Romascano D, Junod V, Habegger A, Pain A, Richetin S, Yu P, Isidor B, Van Maldergem L, Pons L, Manificat S, Chabane N, Jequier Gygax M, Maillard AM. Touch and olfaction/taste differentiate children carrying a 16p11.2 deletion from children with ASD. Mol Autism 2021; 12:8. [PMID: 33546725 PMCID: PMC7863523 DOI: 10.1186/s13229-020-00410-w] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2020] [Accepted: 12/22/2020] [Indexed: 11/24/2022] Open
Abstract
Background Sensory processing atypicalities are frequent in Autism Spectrum Disorder (ASD) and neurodevelopmental disorders (NDD). Different domains of sensory processing appear to be differentially altered in these disorders. In this study, we explored the sensory profile of two clinical cohorts, in comparison with a sample of typically developing children. Methods Behavioral responses to sensory stimuli were assessed using the Sensory Processing Measure (parent-report questionnaire). We included 121 ASD children, 17 carriers of the 16p11.2 deletion (Del 16p11.2) and 45 typically developing (TD) children. All participants were aged between 2 and 12 years. Additional measures included the Tactile Defensiveness and Discrimination Test-Revised, Wechsler Intelligence Scales and Autism Diagnostic Observation Schedule (ADOS-2). Statistical analyses included MANCOVA and regression analyses. Results ASD children score significantly higher on all SPM subscales compared to TD. Del16p11.2 also scored higher than TD on all subscales except for tactile and olfactory/taste processing, in which they score similarly to TD. When assessing sensory modulation patterns (hyper-, hypo-responsiveness and seeking), ASD did not significantly differ from del16p11.2. Both groups had significantly higher scores across all patterns than the TD group. There was no significant association between the SPM Touch subscale and the TDDT-R. Limitations Sensory processing was assessed using a parent-report questionnaire. Even though it captures observable behavior, a questionnaire does not assess sensory processing in all its complexity. The sample size of the genetic cohort and the small subset of ASD children with TDDT-R data render some of our results exploratory. Divergence between SPM Touch and TDDT-R raises important questions about the nature of the process that is assessed. Conclusions Touch and olfaction/taste seem to be particularly affected in ASD children compared to del16p11.2. These results indicate that parent report measures can provide a useful perspective on behavioral expression. Sensory phenotyping, when combined with neurobiological and psychophysical methods, might have the potential to provide a better understanding of the sensory processing in ASD and in other NDD.
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Affiliation(s)
- Joana Maria Almeida Osório
- CHUV-Centre Hospitalier Universitaire Vaudois, Service des Troubles du Spectre de l'Autisme et apparentés, Lausanne University Hospital, Les Allières - Av. Beaumont 23, 1011, Lausanne, Switzerland
| | - Borja Rodríguez-Herreros
- CHUV-Centre Hospitalier Universitaire Vaudois, Service des Troubles du Spectre de l'Autisme et apparentés, Lausanne University Hospital, Les Allières - Av. Beaumont 23, 1011, Lausanne, Switzerland
| | - David Romascano
- CHUV-Centre Hospitalier Universitaire Vaudois, Service des Troubles du Spectre de l'Autisme et apparentés, Lausanne University Hospital, Les Allières - Av. Beaumont 23, 1011, Lausanne, Switzerland
| | - Vincent Junod
- CHUV-Centre Hospitalier Universitaire Vaudois, Service des Troubles du Spectre de l'Autisme et apparentés, Lausanne University Hospital, Les Allières - Av. Beaumont 23, 1011, Lausanne, Switzerland
| | - Aline Habegger
- CHUV-Centre Hospitalier Universitaire Vaudois, Service des Troubles du Spectre de l'Autisme et apparentés, Lausanne University Hospital, Les Allières - Av. Beaumont 23, 1011, Lausanne, Switzerland
| | - Aurélie Pain
- CHUV-Centre Hospitalier Universitaire Vaudois, Service des Troubles du Spectre de l'Autisme et apparentés, Lausanne University Hospital, Les Allières - Av. Beaumont 23, 1011, Lausanne, Switzerland
| | - Sonia Richetin
- CHUV-Centre Hospitalier Universitaire Vaudois, Service des Troubles du Spectre de l'Autisme et apparentés, Lausanne University Hospital, Les Allières - Av. Beaumont 23, 1011, Lausanne, Switzerland
| | - Paola Yu
- CHUV-Centre Hospitalier Universitaire Vaudois, Service des Troubles du Spectre de l'Autisme et apparentés, Lausanne University Hospital, Les Allières - Av. Beaumont 23, 1011, Lausanne, Switzerland.,Laboratory for Investigative Neurophysiology (LINE), Department of Radiology, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | | | - Lionel Van Maldergem
- Centre de Génétique Humaine, Centre Hospitalier Régional Universitaire, Université de Franche-Comté, Besançon, France.,Unité de recherche en neurosciences intégratives et cognitives EA481, Université de Franche-Comté, Besançon, France.,Centre d'investigation clinique 1431, INSERM, Besançon, France
| | - Linda Pons
- Service Génopsy - Pôle Hospitalo-Universitaire ADIS, Centre hospitalier Le Vinatier, Bron, France
| | - Sabine Manificat
- CHUV-Centre Hospitalier Universitaire Vaudois, Service des Troubles du Spectre de l'Autisme et apparentés, Lausanne University Hospital, Les Allières - Av. Beaumont 23, 1011, Lausanne, Switzerland
| | - Nadia Chabane
- CHUV-Centre Hospitalier Universitaire Vaudois, Service des Troubles du Spectre de l'Autisme et apparentés, Lausanne University Hospital, Les Allières - Av. Beaumont 23, 1011, Lausanne, Switzerland
| | - Marine Jequier Gygax
- CHUV-Centre Hospitalier Universitaire Vaudois, Service des Troubles du Spectre de l'Autisme et apparentés, Lausanne University Hospital, Les Allières - Av. Beaumont 23, 1011, Lausanne, Switzerland
| | - Anne Manuela Maillard
- CHUV-Centre Hospitalier Universitaire Vaudois, Service des Troubles du Spectre de l'Autisme et apparentés, Lausanne University Hospital, Les Allières - Av. Beaumont 23, 1011, Lausanne, Switzerland.
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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: 55] [Impact Index Per Article: 18.3] [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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Moreau CA, Urchs SGW, Kuldeep K, Orban P, Schramm C, Dumas G, Labbe A, Huguet G, Douard E, Quirion PO, Lin A, Kushan L, Grot S, Luck D, Mendrek A, Potvin S, Stip E, Bourgeron T, Evans AC, Bearden CE, Bellec P, Jacquemont S. Mutations associated with neuropsychiatric conditions delineate functional brain connectivity dimensions contributing to autism and schizophrenia. Nat Commun 2020; 11:5272. [PMID: 33077750 PMCID: PMC7573583 DOI: 10.1038/s41467-020-18997-2] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2019] [Accepted: 09/21/2020] [Indexed: 12/13/2022] Open
Abstract
16p11.2 and 22q11.2 Copy Number Variants (CNVs) confer high risk for Autism Spectrum Disorder (ASD), schizophrenia (SZ), and Attention-Deficit-Hyperactivity-Disorder (ADHD), but their impact on functional connectivity (FC) remains unclear. Here we report an analysis of resting-state FC using magnetic resonance imaging data from 101 CNV carriers, 755 individuals with idiopathic ASD, SZ, or ADHD and 1,072 controls. We characterize CNV FC-signatures and use them to identify dimensions contributing to complex idiopathic conditions. CNVs have large mirror effects on FC at the global and regional level. Thalamus, somatomotor, and posterior insula regions play a critical role in dysconnectivity shared across deletions, duplications, idiopathic ASD, SZ but not ADHD. Individuals with higher similarity to deletion FC-signatures exhibit worse cognitive and behavioral symptoms. Deletion similarities identified at the connectivity level could be related to the redundant associations observed genome-wide between gene expression spatial patterns and FC-signatures. Results may explain why many CNVs affect a similar range of neuropsychiatric symptoms.
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Affiliation(s)
- Clara A Moreau
- Sainte Justine Hospital Research Center, University of Montreal, 3175 Chemin de la Côte-Sainte-Catherine, Montreal, QC, H3T 1C5, Canada.
- Centre de Recherche de l'Institut Universitaire de Gériatrie de Montréal, 4565 Queen Mary Rd, Montreal, QC, H3W 1W5, Canada.
| | - Sebastian G W Urchs
- Centre de Recherche de l'Institut Universitaire de Gériatrie de Montréal, 4565 Queen Mary Rd, Montreal, QC, H3W 1W5, Canada.
- Montreal Neurological Institute and Hospital, McGill University, 3801 Rue de l'Université, Montreal, QC, H3A 2B4, Canada.
| | - Kumar Kuldeep
- Sainte Justine Hospital Research Center, University of Montreal, 3175 Chemin de la Côte-Sainte-Catherine, Montreal, QC, H3T 1C5, Canada
| | - Pierre Orban
- Centre de Recherche de l'Institut Universitaire en Santé Mentale de Montréal, 7401 Rue Hochelaga, Montreal, QC, H1N 3M5, Canada
- Département de Psychiatrie et d'Addictologie, Université de Montréal, Pavillon Roger-Gaudry, C.P. 6128, succursale Centre-ville, Montreal, QC, H3C 3J7, Canada
| | - Catherine Schramm
- Sainte Justine Hospital Research Center, University of Montreal, 3175 Chemin de la Côte-Sainte-Catherine, Montreal, QC, H3T 1C5, Canada
- Lady Davis Institute for Medical Research, Jewish General Hospital, 3755 Chemin de la Côte-Sainte-Catherine, Montreal, QC, H3T 1E2, Canada
| | - Guillaume Dumas
- Sainte Justine Hospital Research Center, University of Montreal, 3175 Chemin de la Côte-Sainte-Catherine, Montreal, QC, H3T 1C5, Canada
- Human Genetics and Cognitive Functions, Institut Pasteur, Université de Paris, UMR3571 CNRS, Paris, France
| | - Aurélie Labbe
- Département des Sciences de la Décision, HEC, 3000, chemin de la Côte-Sainte-Catherine, Montreal, QC, H3T 2A7, Canada
| | - Guillaume Huguet
- Sainte Justine Hospital Research Center, University of Montreal, 3175 Chemin de la Côte-Sainte-Catherine, Montreal, QC, H3T 1C5, Canada
| | - Elise Douard
- Sainte Justine Hospital Research Center, University of Montreal, 3175 Chemin de la Côte-Sainte-Catherine, Montreal, QC, H3T 1C5, Canada
| | - Pierre-Olivier Quirion
- Centre de Recherche de l'Institut Universitaire de Gériatrie de Montréal, 4565 Queen Mary Rd, Montreal, QC, H3W 1W5, Canada
- Canadian Center for Computational Genomics, McGill University and Genome Quebec Innovation Center 740, Dr. Penfield Avenue, H3A 0G1, Montreal, Canada
| | - Amy Lin
- Semel Institute for Neuroscience and Human Behavior and Department of Psychology, University of California, Los Angeles, Semel Institute/NPI, 760 Westwood Plaza, Los Angeles, CA, 90024, USA
| | - Leila Kushan
- Semel Institute for Neuroscience and Human Behavior and Department of Psychology, University of California, Los Angeles, Semel Institute/NPI, 760 Westwood Plaza, Los Angeles, CA, 90024, USA
| | - Stephanie Grot
- Centre de Recherche de l'Institut Universitaire en Santé Mentale de Montréal, 7401 Rue Hochelaga, Montreal, QC, H1N 3M5, Canada
- Département de Psychiatrie et d'Addictologie, Université de Montréal, Pavillon Roger-Gaudry, C.P. 6128, succursale Centre-ville, Montreal, QC, H3C 3J7, Canada
| | - David Luck
- Sainte Justine Hospital Research Center, University of Montreal, 3175 Chemin de la Côte-Sainte-Catherine, Montreal, QC, H3T 1C5, Canada
| | - Adrianna Mendrek
- Department of Psychology, Bishop's University, 2600 College Street, Sherbrooke, QC, J1M IZ7, Canada
| | - Stephane Potvin
- Département de Psychiatrie et d'Addictologie, Université de Montréal, Pavillon Roger-Gaudry, C.P. 6128, succursale Centre-ville, Montreal, QC, H3C 3J7, Canada
| | - Emmanuel Stip
- Département de Psychiatrie et d'Addictologie, Université de Montréal, Pavillon Roger-Gaudry, C.P. 6128, succursale Centre-ville, Montreal, QC, H3C 3J7, Canada
- United Arab Emirates University, College of Medicine and health Sciences, PO 17666, Al Ain, QC, UAE
| | - Thomas Bourgeron
- Human Genetics and Cognitive Functions, Institut Pasteur, Université de Paris, UMR3571 CNRS, Paris, France
| | - Alan C Evans
- Montreal Neurological Institute and Hospital, McGill University, 3801 Rue de l'Université, Montreal, QC, H3A 2B4, Canada
| | - Carrie E Bearden
- Semel Institute for Neuroscience and Human Behavior and Department of Psychology, University of California, Los Angeles, Semel Institute/NPI, 760 Westwood Plaza, Los Angeles, CA, 90024, USA
| | - Pierre Bellec
- Centre de Recherche de l'Institut Universitaire de Gériatrie de Montréal, 4565 Queen Mary Rd, Montreal, QC, H3W 1W5, Canada
| | - Sebastien Jacquemont
- Sainte Justine Hospital Research Center, University of Montreal, 3175 Chemin de la Côte-Sainte-Catherine, Montreal, QC, H3T 1C5, Canada.
- Department of Pediatrics, University of Montreal, 3175 Chemin de la Côte-Sainte-Catherine, Montreal, QC, H3T 1C5, Canada.
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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: 67] [Impact Index Per Article: 16.8] [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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The effects of sex on prevalence and mechanisms underlying neurodevelopmental disorders. HANDBOOK OF CLINICAL NEUROLOGY 2020. [PMID: 32958183 DOI: 10.1016/b978-0-444-64150-2.00025-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/21/2023]
Abstract
Neurodevelopmental disorders occur more frequently in boys than in girls and often differ in presentation between the sexes. The sex differences in prevalence and presentation of autism spectrum disorder, intellectual disability, communication disorders, specific learning disabilities, attention deficit/hyperactivity disorder, Tourette's syndrome, and epilepsy are discussed, as well as sex differences in the patterns of comorbidities between these disorders. Prominent theories have been proposed to explain sex biases. These include genetic factors, sex hormones, sociological factors, cognitive differences between the sexes, and environmental insult. Despite the large body of research reviewed in this chapter, many aspects of sex-related effects in neurodevelopmental disorders remain poorly understood.
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37
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Hudac CM, Bove J, Barber S, Duyzend M, Wallace A, Martin CL, Ledbetter DH, Hanson E, Goin-Kochel RP, Green-Snyder L, Chung WK, Eichler EE, Bernier RA. Evaluating heterogeneity in ASD symptomatology, cognitive ability, and adaptive functioning among 16p11.2 CNV carriers. Autism Res 2020; 13:1300-1310. [PMID: 32597026 DOI: 10.1002/aur.2332] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2019] [Revised: 05/29/2020] [Accepted: 06/03/2020] [Indexed: 01/09/2023]
Abstract
Individuals with 16p11.2 copy number variant (CNV) show considerable phenotypic heterogeneity. Although autism spectrum disorder (ASD) is reported in approximately 20-23% of individuals with 16p11.2 CNVs, ASD-associated symptoms are observed in those without a clinical ASD diagnosis. Previous work has shown that genetic variation and prenatal and perinatal birth complications influence ASD risk and symptom severity. This study examined the impact of genetic and environmental risk factors on phenotypic heterogeneity among 16p11.2 CNV carriers. Participants included individuals with a 16p11.2 deletion (N = 96) or duplication (N = 77) with exome sequencing from the Simons VIP study. The presence of prenatal factors, perinatal events, additional genetic events, and gender was studied. Regression analyses examined the contribution of each risk factor on ASD symptomatology, cognitive functioning, and adaptive abilities. For deletion carriers, perinatal and additional genetic events were associated with increased ASD symptomatology and decrements in cognitive and adaptive functioning. For duplication carriers, secondary genetic events were associated with greater cognitive impairments. Being female sex was a protective factor for both deletion and duplication carriers. Our findings suggest that ASD-associated risk factors contribute to the variability in symptom presentation in individuals with 16p11.2 CNVs. LAY SUMMARY: There are a wide range of autism spectrum disorder (ASD) symptoms and abilities observed for individuals with genetic changes of the 16p11.2 region. Here, we found perinatal complications contributed to more severe ASD symptoms (deletion carriers) and additional genetic mutations contributed to decreased cognitive abilities (deletion and duplication carriers). A potential protective factor was also observed for females with 16p11.2 variations. Autism Res 2020, 13: 1300-1310. © 2020 International Society for Autism Research, Wiley Periodicals, Inc.
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Affiliation(s)
- Caitlin M Hudac
- Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, Washington, USA.,Center for Youth Development and Intervention and Department of Psychology at University of Alabama, Tuscaloosa, Alabama, USA
| | - Joanna Bove
- Department of Medicine, University of Washington, Seattle, Washington, USA
| | - Shelley Barber
- Department of School Psychology, University of Washington, Seattle, Washington, USA
| | - Michael Duyzend
- Department of Genome Sciences, University of Washington, Seattle, Washington, USA
| | - Ari Wallace
- Department of School Psychology, University of Washington, Seattle, Washington, USA
| | - Christa Lese Martin
- Autism and Developmental Medicine Institute, Geisinger, Danville, Pennsylvania, USA
| | - David H Ledbetter
- Autism and Developmental Medicine Institute, Geisinger, Danville, Pennsylvania, USA
| | - Ellen Hanson
- Developmental Medicine, Children's Hospital Boston/Harvard Medical School, Boston, Massachusetts, USA
| | | | | | - Wendy K Chung
- Department of Pediatrics, Columbia University Irving Medical Center, New York, New York, USA.,Department of Medicine, Columbia University Irving Medical Center, New York, New York, USA
| | - Evan E Eichler
- Department of Genome Sciences, University of Washington, Seattle, Washington, USA
| | - Raphael A Bernier
- Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, Washington, USA
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38
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Ren X, Yang N, Wu N, Xu X, Chen W, Zhang L, Li Y, Du RQ, Dong S, Zhao S, Chen S, Jiang LP, Wang L, Zhang J, Wu Z, Jin L, Qiu G, Lupski JR, Shi J, Zhang F, Liu P. Increased TBX6 gene dosages induce congenital cervical vertebral malformations in humans and mice. J Med Genet 2020; 57:371-379. [PMID: 31888956 PMCID: PMC9179029 DOI: 10.1136/jmedgenet-2019-106333] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2019] [Revised: 12/02/2019] [Accepted: 12/05/2019] [Indexed: 12/26/2022]
Abstract
BACKGROUND Congenital vertebral malformations (CVMs) manifest with abnormal vertebral morphology. Genetic factors have been implicated in CVM pathogenesis, but the underlying pathogenic mechanisms remain unclear in most subjects. We previously reported that the human 16p11.2 BP4-BP5 deletion and its associated TBX6 dosage reduction caused CVMs. We aim to investigate the reciprocal 16p11.2 BP4-BP5 duplication and its potential genetic contributions to CVMs. METHODS AND RESULTS Patients who were found to carry the 16p11.2 BP4-BP5 duplication by chromosomal microarray analysis were retrospectively analysed for their vertebral phenotypes. The spinal assessments in seven duplication carriers showed that four (57%) presented characteristics of CVMs, supporting the contention that increased TBX6 dosage could induce CVMs. For further in vivo functional investigation in a model organism, we conducted genome editing of the upstream regulatory region of mouse Tbx6 using CRISPR-Cas9 and obtained three mouse mutant alleles (Tbx6up1 to Tbx6up3 ) with elevated expression levels of Tbx6. Luciferase reporter assays showed that the Tbx6up3 allele presented with the 160% expression level of that observed in the reference (+) allele. Therefore, the homozygous Tbx6up3/up3 mice could functionally mimic the TBX6 dosage of heterozygous carriers of 16p11.2 BP4-BP5 duplication (approximately 150%, ie, 3/2 gene dosage of the normal level). Remarkably, 60% of the Tbx6up3/up3 mice manifested with CVMs. Consistent with our observations in humans, the CVMs induced by increased Tbx6 dosage in mice mainly affected the cervical vertebrae. CONCLUSION Our findings in humans and mice consistently support that an increased TBX6 dosage contributes to the risk of developing cervical CVMs.
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Affiliation(s)
- Xiaojun Ren
- Obstetrics and Gynecology Hospital, NHC Key Laboratory of Reproduction Regulation (Shanghai Institute of Planned Parenthood Research), State Key Laboratory of Genetic Engineering at School of Life Sciences, Fudan University, Shanghai, China
- Shanghai Key Laboratory of Female Reproductive Endocrine Related Diseases, Shanghai, China
| | - Nan Yang
- Obstetrics and Gynecology Hospital, NHC Key Laboratory of Reproduction Regulation (Shanghai Institute of Planned Parenthood Research), State Key Laboratory of Genetic Engineering at School of Life Sciences, Fudan University, Shanghai, China
- Shanghai Key Laboratory of Female Reproductive Endocrine Related Diseases, Shanghai, China
- State Key Laboratory of Reproductive Medicine, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing, China
| | - Nan Wu
- Department of Orthopedic Surgery, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China
- Beijing Key Laboratory for Genetic Research of Skeletal Deformity, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China
- Medical Research Center of Orthopedics, Chinese Academy of Medical Sciences, Beijing, China
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, Texas, USA
| | - Ximing Xu
- Department of Orthopedic Surgery, Spine Center, Changzheng Hospital, Second Military Medical University, Shanghai, China
| | - Weisheng Chen
- Department of Orthopedic Surgery, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China
- Beijing Key Laboratory for Genetic Research of Skeletal Deformity, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China
| | - Ling Zhang
- Obstetrics and Gynecology Hospital, NHC Key Laboratory of Reproduction Regulation (Shanghai Institute of Planned Parenthood Research), State Key Laboratory of Genetic Engineering at School of Life Sciences, Fudan University, Shanghai, China
- Shanghai Key Laboratory of Female Reproductive Endocrine Related Diseases, Shanghai, China
| | - Yingping Li
- Obstetrics and Gynecology Hospital, NHC Key Laboratory of Reproduction Regulation (Shanghai Institute of Planned Parenthood Research), State Key Laboratory of Genetic Engineering at School of Life Sciences, Fudan University, Shanghai, China
| | - Ren-Qian Du
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, Texas, USA
| | - Shuangshuang Dong
- Obstetrics and Gynecology Hospital, NHC Key Laboratory of Reproduction Regulation (Shanghai Institute of Planned Parenthood Research), State Key Laboratory of Genetic Engineering at School of Life Sciences, Fudan University, Shanghai, China
- Shanghai Key Laboratory of Female Reproductive Endocrine Related Diseases, Shanghai, China
| | - Sen Zhao
- Department of Orthopedic Surgery, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China
- Beijing Key Laboratory for Genetic Research of Skeletal Deformity, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China
| | - Shuxia Chen
- Obstetrics and Gynecology Hospital, NHC Key Laboratory of Reproduction Regulation (Shanghai Institute of Planned Parenthood Research), State Key Laboratory of Genetic Engineering at School of Life Sciences, Fudan University, Shanghai, China
| | - Li-Ping Jiang
- State key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai, China
| | - Lianlei Wang
- Department of Orthopedic Surgery, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China
- Beijing Key Laboratory for Genetic Research of Skeletal Deformity, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China
| | - Jianguo Zhang
- Department of Orthopedic Surgery, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China
- Beijing Key Laboratory for Genetic Research of Skeletal Deformity, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China
- Medical Research Center of Orthopedics, Chinese Academy of Medical Sciences, Beijing, China
| | - Zhihong Wu
- Department of Orthopedic Surgery, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China
- Beijing Key Laboratory for Genetic Research of Skeletal Deformity, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China
- Department of Central Laboratory, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China
| | - Li Jin
- Obstetrics and Gynecology Hospital, NHC Key Laboratory of Reproduction Regulation (Shanghai Institute of Planned Parenthood Research), State Key Laboratory of Genetic Engineering at School of Life Sciences, Fudan University, Shanghai, China
| | - Guixing Qiu
- Department of Orthopedic Surgery, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China
- Beijing Key Laboratory for Genetic Research of Skeletal Deformity, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China
- Medical Research Center of Orthopedics, Chinese Academy of Medical Sciences, Beijing, China
| | - James R Lupski
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, Texas, USA
- Department of Pediatrics, Baylor College of Medicine, Houston, Texas, USA
- Texas Children's Hospital, Houston, Texas, USA
| | - Jiangang Shi
- Department of Orthopedic Surgery, Spine Center, Changzheng Hospital, Second Military Medical University, Shanghai, China
| | - Feng Zhang
- Obstetrics and Gynecology Hospital, NHC Key Laboratory of Reproduction Regulation (Shanghai Institute of Planned Parenthood Research), State Key Laboratory of Genetic Engineering at School of Life Sciences, Fudan University, Shanghai, China
- Shanghai Key Laboratory of Female Reproductive Endocrine Related Diseases, Shanghai, China
- State Key Laboratory of Reproductive Medicine, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing, China
| | - Pengfei Liu
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, Texas, USA
- Baylor Genetics, Houston, Texas, USA
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39
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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: 3.3] [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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40
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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: 17] [Impact Index Per Article: 4.3] [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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41
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Sønderby IE, Gústafsson Ó, Doan NT, Hibar DP, Martin-Brevet S, Abdellaoui A, Ames D, Amunts K, Andersson M, Armstrong NJ, Bernard M, Blackburn N, Blangero J, Boomsma DI, Bralten J, Brattbak HR, Brodaty H, Brouwer RM, Bülow R, Calhoun V, Caspers S, Cavalleri G, Chen CH, Cichon S, Ciufolini S, Corvin A, Crespo-Facorro B, Curran JE, Dale AM, Dalvie S, Dazzan P, de Geus EJC, de Zubicaray GI, de Zwarte SMC, Delanty N, den Braber A, Desrivières S, Donohoe G, Draganski B, Ehrlich S, Espeseth T, Fisher SE, Franke B, Frouin V, Fukunaga M, Gareau T, Glahn DC, Grabe H, Groenewold NA, Haavik J, Håberg A, Hashimoto R, Hehir-Kwa JY, Heinz A, Hillegers MHJ, Hoffmann P, Holleran L, Hottenga JJ, Hulshoff HE, Ikeda M, Jahanshad N, Jernigan T, Jockwitz C, Johansson S, Jonsdottir GA, Jönsson EG, Kahn R, Kaufmann T, Kelly S, Kikuchi M, Knowles EEM, Kolskår KK, Kwok JB, Hellard SL, Leu C, Liu J, Lundervold AJ, Lundervold A, Martin NG, Mather K, Mathias SR, McCormack M, McMahon KL, McRae A, Milaneschi Y, Moreau C, Morris D, Mothersill D, Mühleisen TW, Murray R, Nordvik JE, Nyberg L, Olde Loohuis LM, Ophoff R, Paus T, Pausova Z, Penninx B, Peralta JM, Pike B, Prieto C, Pudas S, Quinlan E, Quintana DS, Reinbold CS, Marques TR, Reymond A, Richard G, Rodriguez-Herreros B, Roiz-Santiañez R, Rokicki J, Rucker J, Sachdev P, Sanders AM, Sando SB, Schmaal L, Schofield PR, Schork AJ, Schumann G, Shin J, Shumskaya E, Sisodiya S, Steen VM, Stein DJ, Steinberg S, Strike L, Teumer A, Thalamuthu A, Tordesillas-Gutierrez D, Turner J, Ueland T, Uhlmann A, Ulfarsson MO, van 't Ent D, van der Meer D, van Haren NEM, Vaskinn A, Vassos E, Walters GB, Wang Y, Wen W, Whelan CD, Wittfeld K, Wright M, Yamamori H, Zayats T, Agartz I, Westlye LT, Jacquemont S, Djurovic S, Stefánsson H, Stefánsson K, Thompson P, Andreassen OA. Dose response of the 16p11.2 distal copy number variant on intracranial volume and basal ganglia. Mol Psychiatry 2020; 25:584-602. [PMID: 30283035 PMCID: PMC7042770 DOI: 10.1038/s41380-018-0118-1] [Citation(s) in RCA: 42] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/12/2018] [Revised: 05/02/2018] [Accepted: 05/25/2018] [Indexed: 12/24/2022]
Abstract
Carriers of large recurrent copy number variants (CNVs) have a higher risk of developing neurodevelopmental disorders. The 16p11.2 distal CNV predisposes carriers to e.g., autism spectrum disorder and schizophrenia. We compared subcortical brain volumes of 12 16p11.2 distal deletion and 12 duplication carriers to 6882 non-carriers from the large-scale brain Magnetic Resonance Imaging collaboration, ENIGMA-CNV. After stringent CNV calling procedures, and standardized FreeSurfer image analysis, we found negative dose-response associations with copy number on intracranial volume and on regional caudate, pallidum and putamen volumes (β = -0.71 to -1.37; P < 0.0005). In an independent sample, consistent results were obtained, with significant effects in the pallidum (β = -0.95, P = 0.0042). The two data sets combined showed significant negative dose-response for the accumbens, caudate, pallidum, putamen and ICV (P = 0.0032, 8.9 × 10-6, 1.7 × 10-9, 3.5 × 10-12 and 1.0 × 10-4, respectively). Full scale IQ was lower in both deletion and duplication carriers compared to non-carriers. This is the first brain MRI study of the impact of the 16p11.2 distal CNV, and we demonstrate a specific effect on subcortical brain structures, suggesting a neuropathological pattern underlying the neurodevelopmental syndromes.
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Affiliation(s)
- Ida E Sønderby
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | | | - Nhat Trung Doan
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Derrek P Hibar
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of the University of Southern California, Marina del Rey, USA
- Janssen Research and Development, La Jolla, CA, USA
| | - Sandra Martin-Brevet
- Service of Medical Genetics, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Rue du Bugnon 46, 1011, Lausanne, Switzerland
| | - Abdel Abdellaoui
- Biological Psychology, Vrije Universiteit Amsterdam, van Boechorststraat 1, 1081 BT, Amsterdam, The Netherlands
- Department of Psychiatry, Academic Medical Center, Amsterdam, The Netherlands
| | - David Ames
- National Ageing Research Institute, Melbourne, Australia
- Academic Unit for Psychiatry of Old Age, University of Melbourne, Melbourne, Australia
| | - Katrin Amunts
- Institute of Neuroscience and Medicine (INM-1), Research Centre Juelich, Wilhelm-Johnen-Str., 52425, Juelich, Germany
- C. and O. Vogt Institute for Brain Research, Medical Faculty, University of Dusseldorf, Merowingerplatz 1A, 40225, Dusseldorf, Germany
- JARA-BRAIN, Juelich-Aachen Research Alliance, Wilhelm-Johnen-Str., 52425, Juelich, Germany
| | - Michael Andersson
- Umeå Center for Functional Brain Imaging (UFBI), Umeå University, 90187, Umeå, Sweden
| | | | - Manon Bernard
- The Hospital for Sick Children, University of Toronto, Toronto, M5G 1X8, Canada
| | - Nicholas Blackburn
- South Texas Diabetes and Obesity Institute, Department of Human Genetics, School of Medicine, University of Texas Rio Grande Valley, One West University Blvd., 78520, Brownsville, TX, USA
| | - John Blangero
- South Texas Diabetes and Obesity Institute, Department of Human Genetics, School of Medicine, University of Texas Rio Grande Valley, One West University Blvd., 78520, Brownsville, TX, USA
| | - Dorret I Boomsma
- Netherlands Twin Register, Vrije Universiteit, van der Boechorststraat 1, 1081BT, Amsterdam, Netherlands
| | - Janita Bralten
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Hans-Richard Brattbak
- Department of Clinical Science, University of Bergen, Bergen, Norway
- Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, Norway
| | - Henry Brodaty
- Centre for Healthy Brain Ageing and Dementia Collaborative Research Centre, UNSW, Sydney, Australia
| | - Rachel M Brouwer
- Department of Psychiatry, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Robin Bülow
- Department of Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany
| | - Vince Calhoun
- The Mind Research Network, The University of New Mexico, Albuquerque, NM, Mexico
| | - Svenja Caspers
- Institute of Neuroscience and Medicine (INM-1), Research Centre Juelich, Wilhelm-Johnen-Str., 52425, Juelich, Germany
- C. and O. Vogt Institute for Brain Research, Medical Faculty, University of Dusseldorf, Merowingerplatz 1A, 40225, Dusseldorf, Germany
- JARA-BRAIN, Juelich-Aachen Research Alliance, Wilhelm-Johnen-Str., 52425, Juelich, Germany
| | - Gianpiero Cavalleri
- The Royal College of Surgeons in Ireland, 123 St Stephen's Green, Dublin 2, Ireland
| | - Chi-Hua Chen
- Department of Radiology, University of California San Diego, La Jolla, USA
- Center for Multimodal Imaging and Genetics, University of California San Diego, La Jolla, USA
| | - Sven Cichon
- Institute of Neuroscience and Medicine (INM-1), Structural and Functional Organisation of the Brain, Genomic Imaging, Research Centre Juelich, Leo-Brandt-Strasse 5, 52425, Jülich, Germany
- Human Genomics Research Group, Department of Biomedicine, University of Basel, Hebelstrasse 20, 4031, Basel, Switzerland
- Institute of Medical Genetics and Pathology, University Hospital Basel, Schönbeinstrasse 40, 4031, Basel, Switzerland
| | - Simone Ciufolini
- Psychosis Studies, Insitute of Psychiatry, Psychology and Neuroscience, King's College London, 16 De Crespingy Park, SE5 8AF, London, United Kingdom
| | - Aiden Corvin
- Neuropsychiatric Genetics Research Group, Discipline of Psychiatry, School of Medicine, Trinity College Dublin, Dublin 2, Ireland
| | - Benedicto Crespo-Facorro
- Department of Medicine and Psychiatry, University Hospital Marqués de Valdecilla, School of Medicine, University of Cantabria-IDIVAL, 39008, Santander, Spain
- CIBERSAM (Centro Investigación Biomédica en Red Salud Mental), Santander, 39011, Spain
| | - Joanne E Curran
- South Texas Diabetes and Obesity Institute, Department of Human Genetics, School of Medicine, University of Texas Rio Grande Valley, One West University Blvd., 78520, Brownsville, TX, USA
| | - Anders M Dale
- Center for Multimodal Imaging and Genetics, University of California San Diego, La Jolla, USA
| | - Shareefa Dalvie
- Department of Psychiatry and Mental Health, Anzio Road, 7925, Cape Town, South Africa
| | - Paola Dazzan
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King's College London, De Crespigny Park, SE5 8AF, London, United Kingdom
- National Institute for Health Research (NIHR) Mental Health Biomedical Research Centre at South London and Maudsley NHS Foundation Trust and King's College London, London, United Kingdom
| | - Eco J C de Geus
- Department of Biological Psychology, Behavioral and Movement Sciences, Vrije Universiteit, van der Boechorststraat 1, 1081 BT, Amsterdam, Netherlands
- Amsterdam Neuroscience, VU University medical center, van der Boechorststraat 1, 1081 BT, Amsterdam, NH, Netherlands
| | - Greig I de Zubicaray
- Faculty of Health and Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, Queensland, Australia
| | - Sonja M C de Zwarte
- Department of Psychiatry, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Norman Delanty
- The Royal College of Surgeons in Ireland, 123 St Stephen's Green, Dublin 2, Ireland
- Imaging of Dementia and Aging (IDeA) Laboratory, Department of Neurology and Center for Neuroscience, University of California at Davis, 4860 Y Street, Suite 3700, Sacramento, California, 95817, USA
| | - Anouk den Braber
- Department of Biological Psychology, Behavioral and Movement Sciences, Vrije Universiteit, van der Boechorststraat 1, 1081 BT, Amsterdam, Netherlands
- Alzheimer Center and Department of Neurology, VU University Medical Center, De Boelelaan 1105, 1081HV, Amsterdam, Netherlands
| | - Sylvane Desrivières
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom
| | - Gary Donohoe
- Cognitive Genetics and Cognitive Therapy Group, Neuroimaging, Cognition & Genomics Centre (NICOG) & NCBES Galway Neuroscience Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, H91 TK33, Galway, Ireland
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity College Institute of Psychiatry, Trinity College Dublin, Dublin 8, Ireland
| | - Bogdan Draganski
- LREN - Département des neurosciences cliniques, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Lausanne, Switzerland
- Max-Planck-Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - Stefan Ehrlich
- Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, TU Dresden, 01307, Dresden, Germany
- Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts, 02114, USA
- Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts, 02129, USA
| | - Thomas Espeseth
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
| | - Simon E Fisher
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Wundtlaan 1, 6525 XD, Nijmegen, Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
| | - Barbara Franke
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
- Department of Psychiatry, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Vincent Frouin
- NeuroSpin, CEA, Université Paris-Saclay, F-91191, Gif-sur-Yvette, France
| | - Masaki Fukunaga
- Division of Cerebral Integration, National Institute for Physiological Sciences, Aichi, Japan
| | - Thomas Gareau
- NeuroSpin, CEA, Université Paris-Saclay, F-91191, Gif-sur-Yvette, France
| | - David C Glahn
- Yale University School of Medicine, 40 Temple Street, Suite 6E, 6511, New Haven, Vaud, USA
- Olin Neuropsychiatric Research Center, Institute of Living, Hartford Hospital, 300 George Street, 6106, Hartford, CT, USA
| | - Hans Grabe
- Department of Psychiatry und Psychotherapy, University Medicine Greifswald, Greifswald, Germany
| | - Nynke A Groenewold
- Department of Psychiatry and Mental Health, Anzio Road, 7925, Cape Town, South Africa
| | - Jan Haavik
- K.G. Jebsen Centre for Neuropsychiatric Disorders, University of Bergen, Bergen, Norway
| | - Asta Håberg
- Department of Neuroscience, Faculty of Medicine, Norwegian University of Science and Technology, Trondheim, Norway
| | - Ryota Hashimoto
- Molecular Research Center for Children's Mental Development, United Graduate School of Child Development, Osaka University, Suita, Osaka, Japan
| | - Jayne Y Hehir-Kwa
- Princess Máxima Center for Pediatric Oncology, Lundlaan 6, 3584 EA, Utrecht, The Netherlands
| | - Andreas Heinz
- Dept. of Psychiatry and Psychotherapie, Charite, Humboldt University, Chariteplatz 1, 10017, Berlin, Germany
| | - Manon H J Hillegers
- Department of Psychiatry, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
- Child and adolescent Psychiatry / Psychology, Erasmus medical center-Sophia's Childerens hospitaal, Rotterdam, Wytemaweg 8, 3000 CB, Rotterdam, The Netherlands
| | - Per Hoffmann
- Human Genomics Research Group, Department of Biomedicine, University of Basel, Hebelstrasse 20, 4031, Basel, Switzerland
- Institute of Medical Genetics and Pathology, University Hospital Basel, Schönbeinstrasse 40, 4031, Basel, Switzerland
- Institute of Human Genetics, University of Bonn, Sigmund-Freud-Str. 25, 53127, Bonn, Germany
| | - Laurena Holleran
- The Centre for Neuroimaging & Cognitive Genomics (NICOG) and NCBES Galway Neuroscience Centre, National University of Ireland Galway, Galway, Ireland
| | - Jouke-Jan Hottenga
- Biological Psychology, Vrije Universiteit Amsterdam, van Boechorststraat 1, 1081 BT, Amsterdam, The Netherlands
| | - Hilleke E Hulshoff
- Department of Psychiatry, Brain Center Rudolf Magnus, University Medical Center Utrecht, 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 Neuroimaging and Informatics Institute, Keck School of Medicine of the University of Southern California, Marina del Rey, USA
| | - Terry Jernigan
- Center for Human Development, University of California San Diego, San Diego, CA, USA
| | - Christiane Jockwitz
- Institute of Neuroscience and Medicine (INM-1), Research Centre Juelich, Wilhelm-Johnen-Str., 52425, Juelich, Germany
- JARA-BRAIN, Juelich-Aachen Research Alliance, Wilhelm-Johnen-Str., 52425, Juelich, Germany
- Department of Psychiatry, Psychotherapy and Psychosomatics, RWTH Aachen University, Medical Faculty, Pauwelsstraße 30, 52074, Aachen, Germany
| | - Stefan Johansson
- Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, Norway
- K.G. Jebsen Centre for Neuropsychiatric Disorders, University of Bergen, Bergen, Norway
| | | | - Erik G Jönsson
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Department of Clinical Neuroscience, Centre for Psychiatric Research, Karolinska Institutet, Karolinska University Hospital Solna, R5:00, SE-17176, Stockholm, Sweden
| | - Rene Kahn
- Department of Psychiatry, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Tobias Kaufmann
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Sinead Kelly
- The Centre for Neuroimaging & Cognitive Genomics (NICOG) and NCBES Galway Neuroscience Centre, National University of Ireland Galway, Galway, Ireland
| | - Masataka Kikuchi
- Department of Genome Informatics, Graduate School of Medicine, Osaka University, 2-2, Yamadaoka, Suita, Osaka, 565-0871, Japan
| | - Emma E M Knowles
- Department of Psychiatry, Yale University, 40 Temple Street, 6515, New Haven, CT, USA
| | - Knut K Kolskår
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
- Sunnaas Rehabilitation Hospital HT, Nesodden, Norway
| | - John B Kwok
- Brain and Mind Centre, University of Sydney, Sydney, Australia
| | - Stephanie Le Hellard
- NORMENT - KG Jebsen Centre, Department of Clinical Science, University of Bergen, Jonas Lies veg 87, 5021, Bergen, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Jonas Lies veg 87, 5021, Bergen, Norway
| | - Costin Leu
- Genomic Medicine Institute, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
- Institute of Neurology, University College London, London, United Kingdom
| | - Jingyu Liu
- The Mind Research Network, 1101 Yale Blvd., 87106, Albuquerque, CT, USA
- Dept. of Electrical and Computer Engineering, University of New Mexico, 87131, Albuquerque, New Mexico, USA
| | - Astri J Lundervold
- K.G. Jebsen Centre for Neuropsychiatric Disorders, University of Bergen, Bergen, Norway
- Department of Biological and Medical Psychology, Jonas Lies vei 91, N-5009, Bergen, Norway
| | - Arvid Lundervold
- Department of Biomedicine, University of Bergen, 5009, Bergen, Norway
| | - Nicholas G Martin
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Karen Mather
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, New South Wales, 2052, Australia
| | - Samuel R Mathias
- Department of Psychiatry, Yale University, 40 Temple Street, 6515, New Haven, CT, USA
| | - Mark McCormack
- Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, 123 St. Stephens Green, D02 YN77, Dublin, Ireland
- Centre for Molecular Medicine, University Medical Center Utrecht, Heidelberglaan 100, 3584 CX, Utrecht, Netherlands
| | - Katie L McMahon
- Centre for Advanced Imaging, University of Queensland, Brisbane, Queensland, Australia
| | - Allan McRae
- Program in Complex Trait Genomics, Institute for Molecular Bioscience, University of Queensland, St Lucia, Queensland, Australia
| | - Yuri Milaneschi
- Department of Psychiatry, Amsterdam Public Health and Amsterdam Neuroscience, VU University Medical Center/GGZ inGeest, Amsterdam, The Netherlands, Oldenaller 1, 1081 HJ, Amsterdam, The Netherlands
| | - Clara Moreau
- CHU Sainte-Justine Research Center, Université de Montréal, Montréal, QC, Canada
| | - Derek Morris
- Cognitive Genetics and Cognitive Therapy Group, Neuroimaging, Cognition & Genomics Centre (NICOG) & NCBES Galway Neuroscience Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, H91 TK33, Galway, Ireland
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity College Institute of Psychiatry, Trinity College Dublin, Dublin 8, Ireland
| | - David Mothersill
- The Centre for Neuroimaging & Cognitive Genomics (NICOG) and NCBES Galway Neuroscience Centre, National University of Ireland Galway, Galway, Ireland
| | - Thomas W Mühleisen
- Institute of Neuroscience and Medicine (INM-1), Structural and Functional Organisation of the Brain, Genomic Imaging, Research Centre Juelich, Leo-Brandt-Strasse 5, 52425, Jülich, Germany
- Human Genomics Research Group, Department of Biomedicine, University of Basel, Hebelstrasse 20, 4031, Basel, Switzerland
| | - Robin Murray
- Departments of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom
| | - Jan E Nordvik
- Sunnaas Rehabilitation Hospital HT, Nesodden, Norway
| | - Lars Nyberg
- Umeå Center for Functional Brain Imaging (UFBI), Umeå University, 90187, Umeå, Sweden
| | - Loes M Olde Loohuis
- Center for Neurobehavioral Genetics, University of California, Los Angeles, California, 90095, USA
| | - Roel Ophoff
- Department of Psychiatry, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
- Center for Neurobehavioral Genetics, University of California, Los Angeles, California, 90095, USA
| | - Tomas Paus
- Rotman Research Institute, University of Toronto, Toronto, M6A 2E1, Canada
- Department of Psychiatry, University of Toronto, Toronto, M5S 1A1, Canada
- Center for Developing Brain, Child Mind Institute, New York, NY, 10022, USA
- Department of Psychology, University of Toronto, Toronto, M5S 1A1, Canada
| | - Zdenka Pausova
- The Hospital for Sick Children, University of Toronto, Toronto, M5G 1X8, Canada
| | - Brenda Penninx
- Department of Psychiatry, Amsterdam Public Health and Amsterdam Neuroscience, VU University Medical, Amsterdam, Netherlands
| | - Juan M Peralta
- South Texas Diabetes and Obesity Institute, Department of Human Genetics, School of Medicine, University of Texas Rio Grande Valley, One West University Blvd., 78520, Brownsville, TX, USA
| | - Bruce Pike
- Departments of Radiology & Clinical Neuroscience, University of Calgary, Calgary, T2N 1N4, Canada
| | - Carlos Prieto
- Bioinformatics Service, Nucleus, University of Salamanca (USAL), 37007, Salamanca, Spain
| | - Sara Pudas
- Umeå Center for Functional Brain Imaging (UFBI), Umeå University, 90187, Umeå, Sweden
- Department of Integrative Medical Biology, Linnéus väg 9, 901 87, Umeå, Sweden
| | - Erin Quinlan
- Centre for Population Neuroscience and Stratified Medicine, Social, Genetic and Development Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, 16 De Crespigny Park, SE5 8AF, London, UK
| | - Daniel S Quintana
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
| | - Céline S Reinbold
- Human Genomics Research Group, Department of Biomedicine, University of Basel, Hebelstrasse 20, 4031, Basel, Switzerland
- Institute of Medical Genetics and Pathology, University Hospital Basel, Schönbeinstrasse 40, 4031, Basel, Switzerland
| | - Tiago Reis Marques
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King's College London, De Crespigny Park, SE5 8AF, London, United Kingdom
- Psychiatry Imaging Group, MRC London Institute of Medical Sciences, Faculty of Medicine, Imperial College London, Hammersmith Hospital, Du Cane Road, W12 0NN, London, UK
| | - Alexandre Reymond
- Center for Integrative Genomics, University of Lausanne, Genopode building, CH-1015, Lausanne, Switzerland
| | - Genevieve Richard
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
- Sunnaas Rehabilitation Hospital HT, Nesodden, Norway
| | - Borja Rodriguez-Herreros
- Service of Medical Genetics, Centre Hospitalier Universitaire Vaudois and University of Lausanne, Rue du Bugnon 46, 1011, Lausanne, Switzerland
- CHU Sainte-Justine Research Center, Université de Montréal, Montréal, QC, Canada
| | - Roberto Roiz-Santiañez
- Department of Medicine and Psychiatry, University Hospital Marqués de Valdecilla, School of Medicine, University of Cantabria-IDIVAL, 39008, Santander, Spain
- CIBERSAM (Centro Investigación Biomédica en Red Salud Mental), Santander, 39011, Spain
| | - Jarek Rokicki
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - James Rucker
- National Institute for Health Research (NIHR) Mental Health Biomedical Research Centre at South London and Maudsley NHS Foundation Trust and King's College London, London, United Kingdom
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom
| | - Perminder Sachdev
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, New South Wales, 2052, Australia
| | - Anne-Marthe Sanders
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
- Brain and Mind Centre, University of Sydney, Sydney, Australia
| | - Sigrid B Sando
- Department of Neuroscience, Faculty of Medicine, Norwegian University of Science and Technology, Trondheim, Norway
- Department of Neurology, University Hospital of Trondheim, Edvard Griegs gate 8, N-7006, Trondheim, Norway
| | - Lianne Schmaal
- Orygen, The National Centre of Excellence in Youth Mental Health, 35 Poplar Road, 3502, Parkville, New Mexico, Australia
- Centre for Youth Mental Health, The University of Melbourne, 35 Poplar Road, 3502, Parkville, Victoria, Australia
- Department of Psychiatry, VU University Medical Center, 1007 MB, Amsterdam, The Netherlands
| | - Peter R Schofield
- Neuroscience Research Australia, Randwick, Australia
- School of Medical Sciences, University of New South Wales, Sydney, Australia
| | - Andrew J Schork
- Center for Multimodal Imaging and Genetics, University of California San Diego, La Jolla, USA
| | - Gunter Schumann
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom
| | - Jean Shin
- The Hospital for Sick Children, University of Toronto, Toronto, M5G 1X8, Canada
- Center for Neurobehavioral Genetics, University of California, Los Angeles, California, 90095, USA
| | - Elena Shumskaya
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
| | - Sanjay Sisodiya
- Department of Clinical and Experimental Epilepsy, UCL Institute of Neurology, London, UK
- Chalfont Centre for Epilepsy, London, UK
| | - Vidar M Steen
- NORMENT - KG Jebsen Centre, Department of Clinical Science, University of Bergen, Jonas Lies veg 87, 5021, Bergen, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Jonas Lies veg 87, 5021, Bergen, Norway
| | - Dan J Stein
- Dept of Psychiatry, University of Cape Town, Groote Schuur Hospital, Anzio Rd, 7925, Cape Town, South Africa
- MRC Unit on Risk & Resilience in Mental Disorders, Stellenbosch, South Africa
| | | | - Lachlan Strike
- Queensland Brain Institute, University of Queensland, St Lucia, Queensland, Australia
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Anbu Thalamuthu
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, New South Wales, 2052, Australia
| | - Diana Tordesillas-Gutierrez
- CIBERSAM (Centro Investigación Biomédica en Red Salud Mental), Santander, 39011, Spain
- Neuroimaging Unit, Technological Facilities. Valdecilla Biomedical Research Institute IDIVAL, Santander, Cantabria, 39011, Spain
| | - Jessica Turner
- Department of Psychology, Georgia State University, Atlanta, GA, USA
| | - Torill Ueland
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Anne Uhlmann
- Department of Psychiatry and Mental Health, Anzio Road, 7925, Cape Town, South Africa
- Department of Psychiatry, Stellenbosch University, TBH Francie van Zijl Avenue, 7500, Cape Town, South Africa
- Department of Psychiatry, 1 South Prospect Street, 5401, Burlington, Vermont, USA
| | - Magnus O Ulfarsson
- deCODE Genetics/Amgen, Reykjavik, Iceland
- Faculty of Electrical and Computer Engineering, University of Iceland, Reykjavik, Iceland
| | - Dennis van 't Ent
- Biological Psychology, Vrije Universiteit Amsterdam, van Boechorststraat 1, 1081 BT, Amsterdam, The Netherlands
| | - Dennis van der Meer
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Neeltje E M van Haren
- Department of Psychiatry, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Anja Vaskinn
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Evangelos Vassos
- MRC Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, 16 De Crespigny Park, SE5 8AF, London, UK
| | - G Bragi Walters
- deCODE Genetics/Amgen, Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Yunpeng Wang
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Wei Wen
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, New South Wales, 2052, Australia
| | - Christopher D Whelan
- Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, 123 St. Stephens Green, D02 YN77, Dublin, Ireland
| | - Katharina Wittfeld
- German Center for Neurodegenerative Diseases (DZNE), Rostock, Greifswald, Greifswald, Germany
| | - Margie Wright
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
- Centre for Advanced Imaging, University of Queensland, St Lucia, Queensland, Australia
| | - Hidenaga Yamamori
- Department of Psychiatry, Osaka University Graduate School of Medicine, Suita, Osaka, Japan
| | - Tetyana Zayats
- K.G. Jebsen Centre for Neuropsychiatric Disorders, University of Bergen, Bergen, Norway
- Department of Biomedicine, University of Bergen, 5009, Bergen, Norway
| | - Ingrid Agartz
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Lars T Westlye
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
| | - Sébastien Jacquemont
- CHU Sainte-Justine Research Center, Université de Montréal, Montréal, QC, Canada
- Department of Pediatrics, University of Montreal, Montreal, H3C 3J7, Canada
| | - Srdjan Djurovic
- NORMENT - KG Jebsen Centre, Department of Clinical Science, University of Bergen, Jonas Lies veg 87, 5021, Bergen, Norway
- Department of Medical Genetics, Oslo University Hospital, Kirkeveien 166, 424, Oslo, Norway
| | | | - Kári Stefánsson
- deCODE Genetics/Amgen, Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Paul Thompson
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of the University of Southern California, Marina del Rey, USA
| | - Ole A Andreassen
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway.
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Abnormal Auditory Mismatch Fields in Children and Adolescents With 16p11.2 Deletion and 16p11.2 Duplication. BIOLOGICAL PSYCHIATRY: COGNITIVE NEUROSCIENCE AND NEUROIMAGING 2020; 5:942-950. [PMID: 32033921 DOI: 10.1016/j.bpsc.2019.11.005] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/21/2019] [Revised: 11/02/2019] [Accepted: 11/04/2019] [Indexed: 11/23/2022]
Abstract
BACKGROUND Individuals with either deletion or duplication of the BP4-BP5 segment of chromosome 16p11.2 have varied behavioral phenotypes that may include autistic features, mild to moderate intellectual disability, and/or language impairment. However, the neurophysiological correlates of auditory language discrimination processing in individuals with 16p11.2 deletion and 16p11.2 duplication have not been investigated. METHODS Magnetoencephalography was used to measure magnetic mismatch fields (MMFs) arising from the left and right superior temporal gyrus during an auditory oddball paradigm with vowel stimuli (/a/ and /u/) in children and adolescents with 16p11.2 deletion or 16p11.2 duplication and in typically developing peers. One hundred twenty-eight participants ranging from 7 to 17 years of age were included in the final analysis (typically developing: n = 61, 12.08 ± 2.50 years of age; 16p11.2 deletion: n = 45, 11.28 ± 2.51 years of age; and 16p11.2 duplication: n = 22, 10.73 ± 2.49 years of age). RESULTS Delayed MMF latencies were found in both 16p11.2 deletion and 16p11.2 duplication groups compared with typically developing subjects. In addition, these delayed MMF latencies were associated with language and cognitive ability, with prolonged latency predicting greater impairment. CONCLUSIONS Our findings suggest that auditory MMF response delays are associated with clinical severity of language and cognitive impairment in individuals with either 16p11.2 deletion or 16p11.2 duplication, indicating a correlate of their shared/overlapping behavioral phenotype (and not a correlate of gene dosage).
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Cárdenas-de-la-Parra A, Martin-Brevet S, Moreau C, Rodriguez-Herreros B, Fonov VS, Maillard AM, Zürcher NR, Hadjikhani N, Beckmann JS, Reymond A, Draganski B, Jacquemont S, Collins DL, Addor MC, Andrieux J, Arveiler B, Baujatm G, Sloan-Bénan F, Belfiore M, Bonneau D, Bouquillon S, Boute O, Brusco A, Busa T, Caberg JH, Campion D, Colombert V, Cordier MP, David A, Debray FG, Delrue MA, Doco-Fenzy M, Dunkhase-Heinl U, Edery P, Fagerberg C, Faivre L, Forzano F, Genevieve D, Gérard M, Giachino D, Guichet A, Guillin O, Héron D, Isidor B, Jacquette A, Jaillard S, Journel H, Keren B, Lacombe D, Lebon S, Le Caignec C, Lemaître MP, Lespinasse J, Mathieu-Dramart M, Mercier S, Mignot C, Missirian C, Petit F, Pilekær Sørensen K, Pinson L, Plessis G, Prieur F, Rooryck-Thambo C, Rossi M, Sanlaville D, Schlott Kristiansen B, Schluth-Bolard C, Till M, Van Haelst M, Van Maldergem L. Developmental trajectories of neuroanatomical alterations associated with the 16p11.2 Copy Number Variations. Neuroimage 2019; 203:116155. [DOI: 10.1016/j.neuroimage.2019.116155] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2019] [Revised: 08/23/2019] [Accepted: 09/02/2019] [Indexed: 01/18/2023] Open
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Giannuzzi G, Schmidt PJ, Porcu E, Willemin G, Munson KM, Nuttle X, Earl R, Chrast J, Hoekzema K, Risso D, Männik K, De Nittis P, Baratz ED, Herault Y, Gao X, Philpott CC, Bernier RA, Kutalik Z, Fleming MD, Eichler EE, Reymond A. The Human-Specific BOLA2 Duplication Modifies Iron Homeostasis and Anemia Predisposition in Chromosome 16p11.2 Autism Individuals. Am J Hum Genet 2019; 105:947-958. [PMID: 31668704 DOI: 10.1016/j.ajhg.2019.09.023] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2019] [Accepted: 09/18/2019] [Indexed: 12/12/2022] Open
Abstract
Human-specific duplications at chromosome 16p11.2 mediate recurrent pathogenic 600 kbp BP4-BP5 copy-number variations, which are among the most common genetic causes of autism. These copy-number polymorphic duplications are under positive selection and include three to eight copies of BOLA2, a gene involved in the maturation of cytosolic iron-sulfur proteins. To investigate the potential advantage provided by the rapid expansion of BOLA2, we assessed hematological traits and anemia prevalence in 379,385 controls and individuals who have lost or gained copies of BOLA2: 89 chromosome 16p11.2 BP4-BP5 deletion carriers and 56 reciprocal duplication carriers in the UK Biobank. We found that the 16p11.2 deletion is associated with anemia (18/89 carriers, 20%, p = 4e-7, OR = 5), particularly iron-deficiency anemia. We observed similar enrichments in two clinical 16p11.2 deletion cohorts, which included 6/63 (10%) and 7/20 (35%) unrelated individuals with anemia, microcytosis, low serum iron, or low blood hemoglobin. Upon stratification by BOLA2 copy number, our data showed an association between low BOLA2 dosage and the above phenotypes (8/15 individuals with three copies, 53%, p = 1e-4). In parallel, we analyzed hematological traits in mice carrying the 16p11.2 orthologous deletion or duplication, as well as Bola2+/- and Bola2-/- animals. The Bola2-deficient mice and the mice carrying the deletion showed early evidence of iron deficiency, including a mild decrease in hemoglobin, lower plasma iron, microcytosis, and an increased red blood cell zinc-protoporphyrin-to-heme ratio. Our results indicate that BOLA2 participates in iron homeostasis in vivo, and its expansion has a potential adaptive role in protecting against iron deficiency.
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Affiliation(s)
- Giuliana Giannuzzi
- Center for Integrative Genomics, University of Lausanne, Lausanne, 1015, Switzerland.
| | - Paul J Schmidt
- Department of Pathology, Boston Children's Hospital, Boston, MA 02115, USA
| | - Eleonora Porcu
- Center for Integrative Genomics, University of Lausanne, Lausanne, 1015, Switzerland; Swiss Institute of Bioinformatics, Lausanne, 1015, Switzerland
| | - Gilles Willemin
- Center for Integrative Genomics, University of Lausanne, Lausanne, 1015, Switzerland
| | - Katherine M Munson
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA
| | - Xander Nuttle
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA
| | - Rachel Earl
- Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA 98195, USA
| | - Jacqueline Chrast
- Center for Integrative Genomics, University of Lausanne, Lausanne, 1015, Switzerland
| | - Kendra Hoekzema
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA
| | - Davide Risso
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA
| | - Katrin Männik
- Center for Integrative Genomics, University of Lausanne, Lausanne, 1015, Switzerland
| | - Pasquelena De Nittis
- Center for Integrative Genomics, University of Lausanne, Lausanne, 1015, Switzerland
| | - Ethan D Baratz
- Genetics and Metabolism Section, Liver Diseases Branch, NIDDK, National Institutes of Health, Bethesda, MD 20892, USA
| | - Yann Herault
- University of Strasbourg, CNRS, INSERM, PHENOMIN-ICS, Institute of Genetics and Molecular and Cellular Biology, Illkirch, 67404, France
| | - Xiang Gao
- Model Animal Research Center, Collaborative Innovation Center for Genetics and Development, Nanjing Biomedical Research Institute, Nanjing University, Nanjing, 210061 China
| | - Caroline C Philpott
- Genetics and Metabolism Section, Liver Diseases Branch, NIDDK, National Institutes of Health, Bethesda, MD 20892, USA
| | - Raphael A Bernier
- Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA 98195, USA
| | - Zoltan Kutalik
- Swiss Institute of Bioinformatics, Lausanne, 1015, Switzerland; University Center for Primary Care and Public Health, Lausanne, 1010, Switzerland
| | - Mark D Fleming
- Department of Pathology, Boston Children's Hospital, Boston, MA 02115, USA
| | - Evan E Eichler
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA; Howard Hughes Medical Institute, University of Washington, Seattle, WA 98195, USA
| | - Alexandre Reymond
- Center for Integrative Genomics, University of Lausanne, Lausanne, 1015, Switzerland
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45
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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: 4.8] [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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46
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Le BD, Stein JL. Mapping causal pathways from genetics to neuropsychiatric disorders using genome-wide imaging genetics: Current status and future directions. Psychiatry Clin Neurosci 2019; 73:357-369. [PMID: 30864184 PMCID: PMC6625892 DOI: 10.1111/pcn.12839] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2018] [Revised: 02/22/2019] [Accepted: 03/05/2019] [Indexed: 12/17/2022]
Abstract
Imaging genetics aims to identify genetic variants associated with the structure and function of the human brain. Recently, collaborative consortia have been successful in this goal, identifying and replicating common genetic variants influencing gross human brain structure as measured through magnetic resonance imaging. In this review, we contextualize imaging genetic associations as one important link in understanding the causal chain from genetic variant to increased risk for neuropsychiatric disorders. We provide examples in other fields of how identifying genetic variant associations to disease and multiple phenotypes along the causal chain has revealed a mechanistic understanding of disease risk, with implications for how imaging genetics can be similarly applied. We discuss current findings in the imaging genetics research domain, including that common genetic variants can have a slightly larger effect on brain structure than on risk for disorders like schizophrenia, indicating a somewhat simpler genetic architecture. Also, gross brain structure measurements share a genetic basis with some, but not all, neuropsychiatric disorders, invalidating the previously held belief that they are broad endophenotypes, yet pinpointing brain regions likely involved in the pathology of specific disorders. Finally, we suggest that in order to build a more detailed mechanistic understanding of the effects of genetic variants on the brain, future directions in imaging genetics research will require observations of cellular and synaptic structure in specific brain regions beyond the resolution of magnetic resonance imaging. We expect that integrating genetic associations at biological levels from synapse to sulcus will reveal specific causal pathways impacting risk for neuropsychiatric disorders.
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Affiliation(s)
- Brandon D. Le
- Department of Genetics & UNC Neuroscience Center, University of North Carolina at Chapel Hill, USA
| | - Jason L. Stein
- Department of Genetics & UNC Neuroscience Center, University of North Carolina at Chapel Hill, USA
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47
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Bagni C, Zukin RS. A Synaptic Perspective of Fragile X Syndrome and Autism Spectrum Disorders. Neuron 2019; 101:1070-1088. [PMID: 30897358 PMCID: PMC9628679 DOI: 10.1016/j.neuron.2019.02.041] [Citation(s) in RCA: 206] [Impact Index Per Article: 41.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2019] [Revised: 02/25/2019] [Accepted: 02/27/2019] [Indexed: 12/28/2022]
Abstract
Altered synaptic structure and function is a major hallmark of fragile X syndrome (FXS), autism spectrum disorders (ASDs), and other intellectual disabilities (IDs), which are therefore classified as synaptopathies. FXS and ASDs, while clinically and genetically distinct, share significant comorbidity, suggesting that there may be a common molecular and/or cellular basis, presumably at the synapse. In this article, we review brain architecture and synaptic pathways that are dysregulated in FXS and ASDs, including spine architecture, signaling in synaptic plasticity, local protein synthesis, (m)RNA modifications, and degradation. mRNA repression is a powerful mechanism for the regulation of synaptic structure and efficacy. We infer that there is no single pathway that explains most of the etiology and discuss new findings and the implications for future work directed at improving our understanding of the pathogenesis of FXS and related ASDs and the design of therapeutic strategies to ameliorate these disorders.
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Affiliation(s)
- Claudia Bagni
- Department of Fundamental Neurosciences, University of Lausanne, Lausanne, Switzerland; Department of Biomedicine and Prevention, University of Rome Tor Vergata, Rome, Italy.
| | - R Suzanne Zukin
- Dominick P. Purpura Department of Neuroscience, Albert Einstein College of Medicine, New York City, NY, USA.
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48
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Drakesmith M, Parker GD, Smith J, Linden SC, Rees E, Williams N, Owen MJ, van den Bree M, Hall J, Jones DK, Linden DEJ. Genetic risk for schizophrenia and developmental delay is associated with shape and microstructure of midline white-matter structures. Transl Psychiatry 2019; 9:102. [PMID: 30804328 PMCID: PMC6389944 DOI: 10.1038/s41398-019-0440-7] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/28/2019] [Accepted: 02/13/2019] [Indexed: 11/22/2022] Open
Abstract
Genomic copy number variants (CNVs) are amongst the most highly penetrant genetic risk factors for neuropsychiatric disorders. The scarcity of carriers of individual CNVs and their phenotypical heterogeneity limits investigations of the associated neural mechanisms and endophenotypes. We applied a novel design based on CNV penetrance for schizophrenia (Sz) and developmental delay (DD) that allows us to identify structural sequelae that are most relevant to neuropsychiatric disorders. Our focus on brain structural abnormalities was based on the hypothesis that convergent mechanisms contributing to neurodevelopmental disorders would likely manifest in the macro- and microstructure of white matter and cortical and subcortical grey matter. Twenty one adult participants carrying neuropsychiatric risk CNVs (including those located at 22q11.2, 15q11.2, 1q21.1, 16p11.2 and 17q12) and 15 age- and gender-matched controls underwent T1-weighted structural, diffusion and relaxometry MRI. The macro- and microstructural properties of the cingulum bundles were associated with penetrance for both developmental delay and schizophrenia, in particular curvature along the anterior-posterior axis (Sz: pcorr = 0.026; DD: pcorr = 0.035) and intracellular volume fraction (Sz: pcorr = 0.019; DD: pcorr = 0.064). Further principal component analysis showed alterations in the interrelationships between the volumes of several midline white-matter structures (Sz: pcorr = 0.055; DD: pcorr = 0.027). In particular, the ratio of volumes in the splenium and body of the corpus callosum was significantly associated with both penetrance scores (Sz: p = 0.037; DD; p = 0.006). Our results are consistent with the notion that a significant alteration in developmental trajectories of midline white-matter structures constitutes a common neurodevelopmental aberration contributing to risk for schizophrenia and intellectual disability.
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Affiliation(s)
- Mark Drakesmith
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom.
- Neuroscience and Mental Health Research Institute (NMHRI), Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom.
| | - Greg D Parker
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom
- Neuroscience and Mental Health Research Institute (NMHRI), Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom
- Experimental MRI Centre (EMRIC), School of Biosciences, Cardiff University, Sir Martin Evans Building, Museum Avenue, CF10 3AX, Cardiff, United Kingdom
| | - Jacqueline Smith
- Neuroscience and Mental Health Research Institute (NMHRI), Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom
- MRC Centre for Neuropsychiatric Genetics and Genomics, School of Medicine, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom
| | - Stefanie C Linden
- Neuroscience and Mental Health Research Institute (NMHRI), Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom
- MRC Centre for Neuropsychiatric Genetics and Genomics, School of Medicine, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom
| | - Elliott Rees
- Neuroscience and Mental Health Research Institute (NMHRI), Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom
- MRC Centre for Neuropsychiatric Genetics and Genomics, School of Medicine, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom
| | - Nigel Williams
- Neuroscience and Mental Health Research Institute (NMHRI), Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom
- MRC Centre for Neuropsychiatric Genetics and Genomics, School of Medicine, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom
| | - Michael J Owen
- Neuroscience and Mental Health Research Institute (NMHRI), Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom
- MRC Centre for Neuropsychiatric Genetics and Genomics, School of Medicine, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom
| | - Marianne van den Bree
- Neuroscience and Mental Health Research Institute (NMHRI), Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom
- MRC Centre for Neuropsychiatric Genetics and Genomics, School of Medicine, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom
| | - Jeremy Hall
- Neuroscience and Mental Health Research Institute (NMHRI), Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom
- MRC Centre for Neuropsychiatric Genetics and Genomics, School of Medicine, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom
| | - Derek K Jones
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom
- Neuroscience and Mental Health Research Institute (NMHRI), Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom
- School of Psychology, Faculty of Health Sciences, Australian Catholic University, Melbourne, VIC, 3065, Australia
| | - David E J Linden
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom
- Neuroscience and Mental Health Research Institute (NMHRI), Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom
- MRC Centre for Neuropsychiatric Genetics and Genomics, School of Medicine, Cardiff University, Maindy Road, Cardiff, CF24 4HQ, United Kingdom
- School of Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, The Netherlands
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49
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Licari MK, Finlay-Jones A, Reynolds JE, Alvares GA, Spittle AJ, Downs J, Whitehouse AJO, Leonard H, Evans KL, Varcin K. The Brain Basis of Comorbidity in Neurodevelopmental Disorders. CURRENT DEVELOPMENTAL DISORDERS REPORTS 2019. [DOI: 10.1007/s40474-019-0156-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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50
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Roeben B, Blum D, Gabriel H, Synofzik M. Atypical parkinsonism with severely reduced striatal dopamine uptake associated with a 16p11.2 duplication syndrome. J Neurol 2019; 266:775-776. [PMID: 30617906 DOI: 10.1007/s00415-019-09182-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2018] [Accepted: 01/02/2019] [Indexed: 11/27/2022]
Affiliation(s)
- Benjamin Roeben
- Department of Neurodegenerative Diseases, Hertie Institute for Clinical Brain Research (HIH), University of Tübingen, Hoppe-Seyler-Str. 3, 72076, Tübingen, Germany.,German Center for Neurodegenerative Diseases (DZNE), Tübingen, Germany
| | - Dominik Blum
- Department of Neurodegenerative Diseases, Hertie Institute for Clinical Brain Research (HIH), University of Tübingen, Hoppe-Seyler-Str. 3, 72076, Tübingen, Germany.,Department of Nuclear Medicine and Clinical Molecular Imaging, University of Tübingen, Tübingen, Germany
| | - Heinz Gabriel
- CeGaT GmbH/Praxis für Humangenetik Tübingen, Paul-Ehrlich-Str. 23, 72076, Tübingen, Germany
| | - Matthis Synofzik
- Department of Neurodegenerative Diseases, Hertie Institute for Clinical Brain Research (HIH), University of Tübingen, Hoppe-Seyler-Str. 3, 72076, Tübingen, Germany. .,German Center for Neurodegenerative Diseases (DZNE), Tübingen, Germany.
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