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García-Marín LM, Campos AI, Diaz-Torres S, Rabinowitz JA, Ceja Z, Mitchell BL, Grasby KL, Thorp JG, Agartz I, Alhusaini S, Ames D, Amouyel P, Andreassen OA, Arfanakis K, Arias-Vasquez A, Armstrong NJ, Athanasiu L, Bastin ME, Beiser AS, Bennett DA, Bis JC, Boks MPM, Boomsma DI, Brodaty H, Brouwer RM, Buitelaar JK, Burkhardt R, Cahn W, Calhoun VD, Carmichael OT, Chakravarty M, Chen Q, Ching CRK, Cichon S, Crespo-Facorro B, Crivello F, Dale AM, Smith GD, de Geus EJC, De Jager PL, de Zubicaray GI, Debette S, DeCarli C, Depondt C, Desrivières S, Djurovic S, Ehrlich S, Erk S, Espeseth T, Fernández G, Filippi I, Fisher SE, Fleischman DA, Fletcher E, Fornage M, Forstner AJ, Francks C, Franke B, Ge T, Goldman AL, Grabe HJ, Green RC, Grimm O, Groenewold NA, Gruber O, Gudnason V, Håberg AK, Haukvik UK, Heinz A, Hibar DP, Hilal S, Himali JJ, Ho BC, Hoehn DF, Hoekstra PJ, Hofer E, Hoffmann W, Holmes AJ, Homuth G, Hosten N, Ikram MK, Ipser JC, Jack CR, Jahanshad N, Jönsson EG, Kahn RS, Kanai R, Klein M, Knol MJ, Launer LJ, Lawrie SM, Hellard SL, Lee PH, Lemaître H, Li S, Liewald DCM, Lin H, Longstreth WT, Lopez OL, Luciano M, Maillard P, Marquand AF, Martin NG, Martinot JL, Mather KA, Mattay VS, McMahon KL, Mecocci P, Melle I, Meyer-Lindenberg A, Mirza-Schreiber N, Milaneschi Y, Mosley TH, Mühleisen TW, Müller-Myhsok B, Maniega SM, Nauck M, Nho K, Niessen WJ, Nöthen MM, Nyquist PA, Oosterlaan J, Pandolfo M, Paus T, Pausova Z, Penninx BWJH, Pike GB, Psaty BM, Pütz B, Reppermund S, Rietschel MD, Risacher SL, Romanczuk-Seiferth N, Romero-Garcia R, Roshchupkin GV, Rotter JI, Sachdev PS, Sämann PG, Saremi A, Sargurupremraj M, Saykin AJ, Schmaal L, Schmidt H, Schmidt R, Schofield PR, Scholz M, Schumann G, Schwarz E, Shen L, Shin J, Sisodiya SM, Smith AV, Smoller JW, Soininen HS, Steen VM, Stein DJ, Stein JL, Thomopoulos SI, Toga AW, Tordesillas-Gutiérrez D, Trollor JN, Valdes-Hernandez MC, van T Ent D, van Bokhoven H, van der Meer D, van der Wee NJA, Vázquez-Bourgon J, Veltman DJ, Vernooij MW, Villringer A, Vinke LN, Völzke H, Walter H, Wardlaw JM, Weinberger DR, Weiner MW, Wen W, Westlye LT, Westman E, White T, Witte AV, Wolf C, Yang J, Zwiers MP, Ikram MA, Seshadri S, Thompson PM, Satizabal CL, Medland SE, Rentería ME. Genomic analysis of intracranial and subcortical brain volumes yields polygenic scores accounting for variation across ancestries. Nat Genet 2024:10.1038/s41588-024-01951-z. [PMID: 39433889 DOI: 10.1038/s41588-024-01951-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Accepted: 09/18/2024] [Indexed: 10/23/2024]
Abstract
Subcortical brain structures are involved in developmental, psychiatric and neurological disorders. Here we performed genome-wide association studies meta-analyses of intracranial and nine subcortical brain volumes (brainstem, caudate nucleus, putamen, hippocampus, globus pallidus, thalamus, nucleus accumbens, amygdala and the ventral diencephalon) in 74,898 participants of European ancestry. We identified 254 independent loci associated with these brain volumes, explaining up to 35% of phenotypic variance. We observed gene expression in specific neural cell types across differentiation time points, including genes involved in intracellular signaling and brain aging-related processes. Polygenic scores for brain volumes showed predictive ability when applied to individuals of diverse ancestries. We observed causal genetic effects of brain volumes with Parkinson's disease and attention-deficit/hyperactivity disorder. Findings implicate specific gene expression patterns in brain development and genetic variants in comorbid neuropsychiatric disorders, which could point to a brain substrate and region of action for risk genes implicated in brain diseases.
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Affiliation(s)
- Luis M García-Marín
- Brain and Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, Queensland, Australia
| | - Adrian I Campos
- Brain and Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
- Institute for Molecular Biosciences, The University of Queensland, Brisbane, Queensland, Australia
| | - Santiago Diaz-Torres
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, Queensland, Australia
- Population Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Jill A Rabinowitz
- Department of Psychiatry, Robert Wood Johnson Medical School, Rutgers University, Piscataway, NJ, USA
| | - Zuriel Ceja
- Brain and Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, Queensland, Australia
| | - Brittany L Mitchell
- Brain and Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, Queensland, Australia
| | - Katrina L Grasby
- Brain and Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, Queensland, Australia
| | - Jackson G Thorp
- Brain and Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Ingrid Agartz
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway
- Department of Clinical Neuroscience, Karolinska Institutet and Stockholm Health Care Services, Stockholm, Sweden
| | - Saud Alhusaini
- Department of Neurology, Alpert Medical School of Brown University, Providence, RI, USA
- Molecular and Cellular Therapeutics Department, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - David Ames
- Academic Unit Psychiatry of Old Age, University of Melbourne, Melbourne, Victoria, Australia
- National Ageing Research Institute, Parkville, Victoria, Australia
| | - Philippe Amouyel
- Universite Lille, U1167-RID-AGE-LabEx DISTALZ-Risk Factors and Molecular Determinants of Aging Diseases, Lille, France
- Institut National de la Santé et de la Recherche Médicale, Lille, France
- Centre Hospitalier Universitaire de Lille Department of Public Health, Lille, France
- Institut Pasteur de Lille UMR1167, Lille, France
| | - Ole A Andreassen
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- KG Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, Oslo, Norway
| | - Konstantinos Arfanakis
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
- Department of Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, USA
| | - Alejandro Arias-Vasquez
- Departments of Psychiatry and Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Nicola J Armstrong
- Department of Mathematics and Statistics, Curtin University, Perth, Western Australia, Australia
| | - Lavinia Athanasiu
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- CoE NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Mark E Bastin
- Centre for Clinical Brain Sciences and Edinburgh Imaging, University of Edinburgh, Edinburgh, UK
| | - Alexa S Beiser
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA, USA
- Framingham Heart Study, Chobanian and Avedisian Boston University School of Medicine, Boston, MA, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Marco P M Boks
- Brain Center University Medical Center Utrecht, Utrecht, The Netherlands
| | - Dorret I Boomsma
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, VU Amsterdam, Amsterdam, The Netherlands
| | - Henry Brodaty
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, New South Wales, Australia
| | - Rachel M Brouwer
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, VU Amsterdam, Amsterdam, The Netherlands
| | - Jan K Buitelaar
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Ralph Burkhardt
- Institute of Clinical Chemistry and Laboratory Medicine, University Hospital Regensburg, Regensburg University, Regensburg, Germany
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
| | - Wiepke Cahn
- Department of Psychiatry, University Medical Center Utrecht, Utrecht, The Netherlands
- Altrecht Mental Health Institute, Utrecht, The Netherlands
| | - Vince D Calhoun
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS)-Georgia State, Georgia Tech and Emory University, Atlanta, GA, USA
| | | | - Mallar Chakravarty
- Cerebral Imaging Centre, Douglas Research Centre, Montreal, Quebec, Canada
- Department of Psychiatry, McGill University, Montreal, Quebec, Canada
| | - Qiang Chen
- Lieber Institute for Brain Development, Baltimore, MD, USA
| | - Christopher R K Ching
- Laboratory of Neuro Imaging, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Sven Cichon
- Institute of Neuroscience and Medicine (INM-1), Research Center Jülich, Jülich, Germany
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Medical Genetics, Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | - Benedicto Crespo-Facorro
- HU Virgen del Rocio, Instituto de Investigacion Biomedica IBIS-CSIC, Universidad de Sevilla, CIBERSAM, Sevilla, Spain
| | | | - Anders M Dale
- Center for Multimodal Imaging and Genetics, La Jolla, CA, USA
| | - George Davey Smith
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Population Health Sciences, University of Bristol, Bristol, UK
| | - Eco J C de Geus
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Philip L De Jager
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York City, NY, USA
| | - Greig I de Zubicaray
- School of Psychology and Counselling, Queensland University of Technology, Brisbane, Queensland, Australia
| | - Stéphanie Debette
- INSERM U1219, Bordeaux Population Health Research Center, University of Bordeaux, Bordeaux, France
- Department of Neurology, Institute of Neurodegenerative Diseases, Bordeaux University Hospital, Bordeaux, France
| | - Charles DeCarli
- Imaging of Dementia and Aging Laboratory, Department of Neurology, University of California, Davis, Sacramento, CA, USA
| | - Chantal Depondt
- Department of Neurology, Hôpital Universitaire de Bruxelles, Université Libre de Bruxelles, Brussels, Belgium
| | - Sylvane Desrivières
- Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Srdjan Djurovic
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway
- Department of Clinical Science, University of Bergen, Bergen, Norway
| | - Stefan Ehrlich
- Translational Developmental Neuroscience Section, Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, TU Dresden, Dresden, Germany
| | - Susanne Erk
- German Center of Mental Health (DZPG), Partner Site Berlin/Potsdam, Berlin, Germany
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Thomas Espeseth
- Department of Psychology, University of Oslo, Oslo, Norway
- Department of Psychology, Oslo New University College, Oslo, Norway
| | - Guillén Fernández
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Irina Filippi
- INSERM U1299, Paris Saclay University, Gif-sur-Yvette, France
| | - Simon E Fisher
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
| | - Debra A Fleischman
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
- Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, Chicago, IL, USA
| | - Evan Fletcher
- Department of Neurology, University of California, Davis, Davis, CA, USA
| | - Myriam Fornage
- Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Andreas J Forstner
- Institute of Neuroscience and Medicine (INM-1), Research Center Jülich, Jülich, Germany
- Institute of Human Genetics, University of Bonn, School of Medicine and University Hospital Bonn, Bonn, Germany
| | - Clyde Francks
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Barbara Franke
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Tian Ge
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | | | - Hans J Grabe
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
| | - Robert C Green
- Department of Medicine (Genetics), Mass General Brigham and Harvard Medical School, Boston, MA, USA
| | - Oliver Grimm
- Central Institute of Mental Health, Mannheim, Germany
- Goethe-University Frankfurt, Frankfurt, Germany
| | - Nynke A Groenewold
- Department of Psychiatry and Mental Health, Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Oliver Gruber
- Section for Experimental Psychopathology and Neuroimaging, Department of General Psychiatry, Heidelberg University, Heidelberg, Germany
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Asta K Håberg
- Department of Neuromedicine and Movement, NTNU Science, Trondheim, Norway
- MiDT National Research Center, Department of Research, St Olavs Hospital, Trondheim, Norway
| | - Unn K Haukvik
- Norwegian Centre for Mental Health Research (NORMENT), Department of Mental Health and Addiction, University of Oslo, Oslo, Norway
- Centre for Forensic Psychiatry Research, Oslo University Hospital, Oslo, Norway
| | - Andreas Heinz
- German Center of Mental Health (DZPG), Partner Site Berlin/Potsdam, Berlin, Germany
- Centre for Forensic Psychiatry Research, Oslo University Hospital, Oslo, Norway
| | - Derrek P Hibar
- Product Development, Genentech, Inc., South San Francisco, CA, USA
| | - Saima Hilal
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore City, Singapore
| | - Jayandra J Himali
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA, USA
- Framingham Heart Study, Chobanian and Avedisian Boston University School of Medicine, Boston, MA, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
- Department of Population Health Sciences, UT Health Science Center San Antonio, San Antonio, TX, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Beng-Choon Ho
- Department of Psychiatry, Carver College of Medicine, University of Iowa, Iowa City, IA, USA
| | | | - Pieter J Hoekstra
- Department of Child and Adolescent Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
- Accare Child Study Center, Groningen, The Netherlands
| | - Edith Hofer
- Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Graz, Austria
- Institute for Medical Informatics, Statistics and Documentation, Medical University of Graz, Graz, Austria
| | - Wolfgang Hoffmann
- German Centre for Neurodegenerative Diseases (DZNE)-Site Rostock/Greifswald, Greifswald, Germany
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Avram J Holmes
- Department of Psychiatry, Brain Health Institute, Rutgers University, Piscataway, NJ, USA
| | - Georg Homuth
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Norbert Hosten
- Department of Radiology, University Clinic Greifswald, Greifswald, Germany
| | - M Kamran Ikram
- Departments of Epidemiology and Neurology, Erasmus MC, Rotterdam, The Netherlands
| | - Jonathan C Ipser
- Department of Psychiatry and Mental Health, Neuroscience Institute, Groote Schuur Hospital, University of Cape Town, Cape Town, South Africa
| | | | - Neda Jahanshad
- Laboratory of Neuro Imaging, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Erik G Jönsson
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet and Stockholm Health Care Sciences, Stockholm Region, Stockholm, Sweden
| | - Rene S Kahn
- Altrecht Mental Health Institute, Utrecht, The Netherlands
| | | | - Marieke Klein
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Maria J Knol
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Lenore J Launer
- Intramural Research Program, National Institute on Aging, Baltimore, MD, USA
| | | | | | - Phil H Lee
- Center for Genomic Medicine, Mass General Brigham, Boston, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Stanley Center for Psychiatry, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Hervé Lemaître
- Groupe d'Imagerie Neurofonctionnelle, Institut des Maladies Neurodégénératives, UMR 5293, CNRS, Université de Bordeaux, Bordeaux, France
| | - Shuo Li
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA, USA
- Framingham Heart Study, Chobanian and Avedisian Boston University School of Medicine, Boston, MA, USA
| | | | - Honghuang Lin
- Department of Medicine, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - W T Longstreth
- Department of Neurology, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Oscar L Lopez
- Departments of Neurology and Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Michelle Luciano
- Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - Pauline Maillard
- Department of Neurology, University of California, Davis, Davis, CA, USA
| | - Andre F Marquand
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Nicholas G Martin
- Brain and Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Jean-Luc Martinot
- Université Paris-Saclay, Institut National de la Santé et de la Recherche Médicale, INSERM U1299 'Trajectoires développementales Psychiatrie', Ecole Normale Supérieure Paris-Saclay, CNRS UMR 9010, Université Paris Cité, Centre Borelli, Gif sur Yvette, France
| | - Karen A Mather
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, New South Wales, Australia
| | | | - Katie L McMahon
- School of Clinical Sciences, Queensland University of Technology, Brisbane, Queensland, Australia
| | - Patrizia Mecocci
- Institute of Gerontology and Geriatrics, Department of Medicine and Surgery, University of Perugia, Perugia, Italy
- Clinical Geriatrics, NVS Department, Karolinska Institute, Huddinge, Sweden
| | - Ingrid Melle
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Andreas Meyer-Lindenberg
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Nazanin Mirza-Schreiber
- Institute of Neurogenomics, Helmholtz Munich, Neuherberg, Germany
- Neurogenetic Systems Analysis Group, Institute of Neurogenomics, Helmholtz Munich, Neuherberg, Germany
| | - Yuri Milaneschi
- Department of Psychiatry, Amsterdam UMC location Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Amsterdam Public Health, Mental Health Program, Amsterdam, The Netherlands
- Amsterdam Neuroscience, Mood, Anxiety, Psychosis, Sleep and Stress Program, Amsterdam, The Netherlands
- Amsterdam Neuroscience, Complex Trait Genetics Program, Amsterdam, The Netherlands
| | | | - Thomas W Mühleisen
- Institute of Neuroscience and Medicine (INM-1), Research Center Jülich, Jülich, Germany
- Cécile and Oskar Vogt Institute for Brain Research, Medical Faculty, University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- Department of Biomedicine, University Hospital Basel and University of Basel, Basel, Switzerland
| | | | - Susana Muñoz Maniega
- Centre for Clinical Brain Sciences and Edinburgh Imaging, University of Edinburgh, Edinburgh, UK
| | - Matthias Nauck
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
- German Centre for Cardiovascular Research (DZHK), Partner Site Greifswald, Greifswald, Germany
| | - Kwangsik Nho
- Center for Neuroimaging, Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, USA
- Indiana Alzheimer's Disease Research Center, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Wiro J Niessen
- University Medical Center Groningen, Groningen, The Netherlands
| | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn, School of Medicine and University Hospital Bonn, Bonn, Germany
| | - Paul A Nyquist
- Department of Neurology, Johns Hopkins School of Medicine, Baltimore, MD, USA
- General Internal Medicine, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Jaap Oosterlaan
- Clinical Neuropsychology Section, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Emma Children's Hospital, University Medical Centers Amsterdam, Amsterdam, The Netherlands
- Amsterdam Reproduction and Development Research Institute, Amsterdam, The Netherlands
| | - Massimo Pandolfo
- Université Libre de Bruxelles, Brussels, Belgium
- Department of Neurology and Neurosurgery, McGill University, Montreal, Quebec, Canada
| | - Tomas Paus
- Departments of Psychiatry and Neuroscience, Faculty of Medicine, University of Montreal, Montreal, Quebec, Canada
- Centre Hospitalier Universitaire Sainte-Justine, University of Montreal, Montreal, Quebec, Canada
| | - Zdenka Pausova
- Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Physiology, University of Toronto, Toronto, Ontario, Canada
| | - Brenda W J H Penninx
- Department of Psychiatry, Amsterdam UMC location Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - G Bruce Pike
- Departments of Radiology and Clinical Neurosciences, Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Department of Health Systems and Population Health, Seattle, WA, USA
| | - Benno Pütz
- Translational Psychiatry, Munich, Germany
| | - Simone Reppermund
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, New South Wales, Australia
- Department of Developmental Disability Neuropsychiatry, Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, New South Wales, Australia
| | - Marcella D Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Faculty of Medicine Mannheim, University of Heidelberg, Mannheim, Germany
| | - Shannon L Risacher
- Center for Neuroimaging, Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, USA
- Indiana Alzheimer's Disease Research Center, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Nina Romanczuk-Seiferth
- Department of Psychiatry and Neuroscience, Charité-Universitätsmedizin Berlin, Berlin, Germany
- Department of Psychology, Clinical Psychology and Psychotherapy, MSB Medical School Berlin, Berlin, Germany
| | - Rafael Romero-Garcia
- Departamento de Fisiología Médica y Biofísica, Instituto de Biomedicina de Sevilla (IBiS) HUVR/CSIC/Universidad de Sevilla/CIBERSAM, ISCIII, Sevilla, Spain
- Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - Gennady V Roshchupkin
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, The Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Jerome I Rotter
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Perminder S Sachdev
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, New South Wales, Australia
- Neuropsychiatric Institute, The Prince of Wales Hospital, Randwick, New South Wales, Australia
| | | | - Arvin Saremi
- Laboratory of Neuro Imaging, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Muralidharan Sargurupremraj
- INSERM U1219, Bordeaux Population Health Research Center, University of Bordeaux, Bordeaux, France
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
| | - Andrew J Saykin
- Center for Neuroimaging, Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, USA
- Indiana Alzheimer's Disease Research Center, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Lianne Schmaal
- Centre for Youth Mental Health, The University of Melbourne, Parkville, Victoria, Australia
- Orygen, Parkville, Victoria, Australia
| | - Helena Schmidt
- Institute of Molecular Biology and Biochemistry, Gottfried Schatz Center for Signaling, Metabolism and Aging, Medical University Graz, Graz, Austria
| | - Reinhold Schmidt
- Department of Neurology, Medical University Graz Austria, Graz, Austria
| | - Peter R Schofield
- Neuroscience Research Australia, Sydney, New South Wales, Australia
- School of Biomedical Sciences, University of New South Wales, Sydney, New South Wales, Australia
| | - Markus Scholz
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany
| | - Gunter Schumann
- German Center of Mental Health (DZPG), Partner Site Berlin/Potsdam, Berlin, Germany
- Department of Psychiatry, University of Cambridge, Cambridge, UK
- Centre for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University, Shanghai, PR China
- PONS Centre, Department of Psychiatry, CCM, Charite Unversitaetsmedizin Berlin, Berlin, Germany
| | - Emanuel Schwarz
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Li Shen
- Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Jean Shin
- The Hospital for Sick Children, Departments of Physiology and Nutritional Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Sanjay M Sisodiya
- Department of Clinical and Experimental Epilepsy, UCL Queen Square Institute of Neurology, London, UK
- Chalfont Centre for Epilepsy, Chalfont St Peter, UK
| | - Albert V Smith
- Icelandic Heart Association, Kopavogur, Iceland
- Department of Biostatistics, University of Michigan, Ann Arbor, MI, USA
| | - Jordan W Smoller
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Hilkka S Soininen
- Department of Neurology, Institute of Clinical Medicine, University of Eastern Finland, Kuopio, Finland
| | - Vidar M Steen
- Department of Clinical Science, University of Bergen, Bergen, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Department of Medical Genetics, Haukeland University Hospital, Bergen, Norway
| | - Dan J Stein
- SAMRC Research Unit on Risk and Resilience in Mental Disorders, Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Jason L Stein
- Department of Genetics and UNC Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Sophia I Thomopoulos
- Laboratory of Neuro Imaging, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Arthur W Toga
- Laboratory of Neuro Imaging, USC Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
| | - Diana Tordesillas-Gutiérrez
- Instituto de Física de Cantabria (CSIC-UC), Santander, Spain
- Department of Radiology, Marqués de Valdecilla University Hospital, Valdecilla Biomedical Research Institute IDIVAL, Santander, Spain
| | - Julian N Trollor
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, New South Wales, Australia
- The National Centre of Excellence in Intellectual Disability Health, Faculty of Medicine and Health, University of New South Wales, Sydney, New South Wales, Australia
| | - Maria C Valdes-Hernandez
- Centre for Clinical Brain Sciences and Edinburgh Imaging, University of Edinburgh, Edinburgh, UK
| | - Dennis van T Ent
- Department of Biological Psychology and Netherlands Twin Register, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Hans van Bokhoven
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
- Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Dennis van der Meer
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- School of Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, The Netherlands
| | - Nic J A van der Wee
- Department of Psychiatry, Leiden University Medical Center, Leiden, The Netherlands
| | - Javier Vázquez-Bourgon
- Department of Psychiatry, University Hospital Marqués de Valdecilla-IDIVAL, Santander, Spain
- Departamento de Medicina y Psiquiatría, Universidad de Cantabria, Santander, Spain
- Centro de Investigación Biomédica en Red en Salud Mental (CIBERSAM), Sevilla, Spain
| | - Dick J Veltman
- Department of Psychiatry, Amsterdam UMC location Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Meike W Vernooij
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, The Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Arno Villringer
- Department of Neurology, Max Planck Institute for Human, Cognitive and Brain Sciences, Leipzig, Germany
- Cognitive Neurology, University of Leipzig Medical Center, Leipzig, Germany
| | - Louis N Vinke
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Joanna M Wardlaw
- Centre for Clinical Brain Sciences and Edinburgh Imaging, University of Edinburgh, Edinburgh, UK
- UK Dementia Research Institute Centre, University of Edinburgh, Edinburgh, UK
| | - Daniel R Weinberger
- Lieber Institute for Brain Development, Baltimore, MD, USA
- Department of Neurology, Johns Hopkins School of Medicine, Baltimore, MD, USA
- Department of Psychiatry, Johns Hopkins School of Medicine, Baltimore, MD, USA
- Department of Neuroscience, Johns Hopkins School of Medicine, Baltimore, MD, USA
- Genetic Medicine, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Michael W Weiner
- University of California, San Francisco, San Francisco, CA, USA
- Northern California Institute for Research and Education (NCIRE), San Francisco, CA, USA
- Veterans Administration Medical Center, San Francisco, CA, USA
| | - Wei Wen
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, New South Wales, Australia
| | - Lars T Westlye
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
| | - Eric Westman
- Division of Clinical Geriatrics, Department of Neurobiology, Care Sciences and Society (NVS), Karolinska Institutet, Huddinge, Sweden
| | - Tonya White
- Section on Social and Cognitive Developmental Neuroscience, National Institute of Mental Health, Bethesda, MD, USA
| | - A Veronica Witte
- Department of Neurology, Max Planck Institute for Human, Cognitive and Brain Sciences, Leipzig, Germany
- Cognitive Neurology, University of Leipzig Medical Center, Leipzig, Germany
| | | | - Jingyun Yang
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA
| | - Marcel P Zwiers
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Sudha Seshadri
- Framingham Heart Study, Chobanian and Avedisian Boston University School of Medicine, Boston, MA, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, USA
| | - Paul M Thompson
- Laboratory of Neuro Imaging, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, USA
| | - Claudia L Satizabal
- Framingham Heart Study, Chobanian and Avedisian Boston University School of Medicine, Boston, MA, USA
- Department of Population Health Sciences and Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, USA
- Department of Neurology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA
| | - Sarah E Medland
- Brain and Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, Queensland, Australia
- School of Psychology and Counselling, Queensland University of Technology, Brisbane, Queensland, Australia
- School of Psychology, The University of Queensland, Brisbane, Queensland, Australia
| | - Miguel E Rentería
- Brain and Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia.
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, Queensland, Australia.
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García-Marín LM, Campos AI, Diaz-Torres S, Rabinowitz JA, Ceja Z, Mitchell BL, Grasby KL, Thorp JG, Agartz I, Alhusaini S, Ames D, Amouyel P, Andreassen OA, Arfanakis K, Vasquez AA, Armstrong NJ, Athanasiu L, Bastin ME, Beiser AS, Bennett DA, Bis JC, Boks MP, Boomsma DI, Brodaty H, Brouwer RM, Buitelaar JK, Burkhardt R, Cahn W, Calhoun VD, Carmichael OT, Chakravarty M, Chen Q, Ching CRK, Cichon S, Crespo-Facorro B, Crivello F, Dale AM, Smith GD, de Geus EJ, De Jager PL, de Zubicaray GI, Debette S, DeCarli C, Depondt C, Desrivières S, Djurovic S, Ehrlich S, Erk S, Espeseth T, Fernández G, Filippi I, Fisher SE, Fleischman DA, Fletcher E, Fornage M, Forstner AJ, Francks C, Franke B, Ge T, Goldman AL, Grabe HJ, Green RC, Grimm O, Groenewold NA, Gruber O, Gudnason V, Håberg AK, Haukvik UK, Heinz A, Hibar DP, Hilal S, Himali JJ, Ho BC, Hoehn DF, Hoekstra PJ, Hofer E, Hoffmann W, Holmes AJ, Homuth G, Hosten N, Ikram MK, Ipser JC, Jack CR, Jahanshad N, Jönsson EG, Kahn RS, Kanai R, Klein M, Knol MJ, Launer LJ, Lawrie SM, Hellard SL, Lee PH, Lemaître H, Li S, Liewald DC, Lin H, Longstreth WT, Lopez OL, Luciano M, Maillard P, Marquand AF, Martin NG, Martinot JL, Mather KA, Mattay VS, McMahon KL, Mecocci P, Melle I, Meyer-Lindenberg A, Mirza-Schreiber N, Milaneschi Y, Mosley TH, Mühleisen TW, Müller-Myhsok B, Muñoz Maniega S, Nauck M, Nho K, Niessen WJ, Nöthen MM, Nyquist PA, Oosterlaan J, Pandolfo M, Paus T, Pausova Z, Penninx BW, Pike GB, Psaty BM, Pütz B, Reppermund S, Rietschel MD, Risacher SL, Romanczuk-Seiferth N, Romero-Garcia R, Roshchupkin GV, Rotter JI, Sachdev PS, Sämann PG, Saremi A, Sargurupremraj M, Saykin AJ, Schmaal L, Schmidt H, Schmidt R, Schofield PR, Scholz M, Schumann G, Schwarz E, Shen L, Shin J, Sisodiya SM, Smith AV, Smoller JW, Soininen HS, Steen VM, Stein DJ, Stein JL, Thomopoulos SI, Toga AW, Tordesillas-Gutiérrez D, Trollor JN, Valdes-Hernandez MC, van 't Ent D, van Bokhoven H, van der Meer D, van der Wee NJ, Vázquez-Bourgon J, Veltman DJ, Vernooij MW, Villringer A, Vinke LN, Völzke H, Walter H, Wardlaw JM, Weinberger DR, Weiner MW, Wen W, Westlye LT, Westman E, White T, Witte AV, Wolf C, Yang J, Zwiers MP, Ikram MA, Seshadri S, Thompson PM, Satizabal CL, Medland SE, Rentería ME. Genomic analysis of intracranial and subcortical brain volumes yields polygenic scores accounting for variation across ancestries. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.08.13.24311922. [PMID: 39371125 PMCID: PMC11451674 DOI: 10.1101/2024.08.13.24311922] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 10/08/2024]
Abstract
Subcortical brain structures are involved in developmental, psychiatric and neurological disorders. We performed GWAS meta-analyses of intracranial and nine subcortical brain volumes (brainstem, caudate nucleus, putamen, hippocampus, globus pallidus, thalamus, nucleus accumbens, amygdala and, for the first time, the ventral diencephalon) in 74,898 participants of European ancestry. We identified 254 independent loci associated with these brain volumes, explaining up to 35% of phenotypic variance. We observed gene expression in specific neural cell types across differentiation time points, including genes involved in intracellular signalling and brain ageing-related processes. Polygenic scores for brain volumes showed predictive ability when applied to individuals of diverse ancestries. We observed causal genetic effects of brain volumes with Parkinson's disease and ADHD. Findings implicate specific gene expression patterns in brain development and genetic variants in comorbid neuropsychiatric disorders, which could point to a brain substrate and region of action for risk genes implicated in brain diseases.
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Affiliation(s)
- Luis M García-Marín
- Brain & Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4006, Australia
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Adrian I Campos
- Brain & Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4006, Australia
- Institute for Molecular Biosciences, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Santiago Diaz-Torres
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, QLD, 4072, Australia
- Population Health Program, QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4006, Australia
| | - Jill A Rabinowitz
- Department of Psychiatry, Robert Wood Johnson Medical School, Rutgers University, Piscataway, NJ 08854, USA
| | - Zuriel Ceja
- Brain & Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4006, Australia
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Brittany L Mitchell
- Brain & Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4006, Australia
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Katrina L Grasby
- Brain & Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4006, Australia
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Jackson G Thorp
- Brain & Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4006, Australia
| | - Ingrid Agartz
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, 0319, Norway
- Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, 0407, Norway
- Department of Clinical Neuroscience, Karolinska Institutet & Stockholm Health Care Services, Stockholm, SE-11364, Sweden
| | - Saud Alhusaini
- Department of Neurology, Alpert Medical School of Brown University, Providence, RI, 02903, USA
- Molecular & Cellular Therapeutics Department, Royal College of Surgeons in Ireland, Dublin, D15, Ireland
| | - David Ames
- Academic Unit Psychiatry of Old Age, University of Melbourne, Kew, VIC, 3101, Australia
- National Ageing Research Institute, Parkville, VIC, 3052, Australia
| | - Philippe Amouyel
- Universite Lille, U1167 - RID-AGE - LabEx DISTALZ - Risk factors and molecular determinants of aging diseases, Lille, F-59000, France
- Institut National de la Sante et de la Recherche Medicale, U1167, Lille, F-59000, France
- Centre Hospitalier Universitaire de Lille, Department of Public Health, Lille, F-59000, Franch
- Institut Pasteur de Lille UMR1167, Lille, F-59000, France
| | - Ole A Andreassen
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, 0319, Norway
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, 0407, Norway
- KG Jebsen Centre for Neurodevelopmental Disorders, University of Oslo, 0407, Norway
| | - Konstantinos Arfanakis
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, 60612, USA
- Department of Biomedical Engineering, Illinois Institute of Technology, Chicago, 60616, USA
| | - Alejandro Arias Vasquez
- Departments of Psychiatry and Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, 6525 GA, The Netherlands
| | - Nicola J Armstrong
- Department of Mathematics and Statistics, Curtin University, Perth, Australia
| | - Lavinia Athanasiu
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, 0319, Norway
- CoE NORMENT, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway, Oslo, 0455, Norway
| | - Mark E Bastin
- Centre for Clinical Brain Sciences and Edinburgh Imaging, University of Edinburgh, Edinburgh, EH16 4SB, United Kingdom
| | - Alexa S Beiser
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA, 02118, USA
- Framingham Heart Study, Chobanian and Avedisian Boston University School of Medicine, Boston, MA, 02118, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, 60612, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, 60612, USA
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, 98195-9458, USA
| | - Marco Pm Boks
- Brain Center University Medical Center Utrecht, Utrecht, 3508GA, The Netherlands
| | | | - Henry Brodaty
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Rachel M Brouwer
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neurocience, VU Amsterdam, Amsterdam, 1081 HV, The Netherlands
| | - Jan K Buitelaar
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, 6525 EN, The Netherlands
| | - Ralph Burkhardt
- Institute of Clinical Chemistry and Laboratory Medicine, University Hospital Regensburg, Regensburg University, Regensburg, 93053, Germany
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, 04103, Germany
| | - Wiepke Cahn
- Department of Psychiatry, University Medical Center Utrecht, Utrecht, 3584CX, The Netherlands
- Altrecht Mental Health Institute, Utrecht, 3512PG, The Netherlands
| | - Vince D Calhoun
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), {Georgia State, Georgia Tech, Emory}, Atlanta, GA, 30303, USA
| | | | - Mallar Chakravarty
- Cerebral Imaging Centre, Douglas Research Centre, Montreal, QC, H4H 1R3, Canada
- Department of Psychiatry, McGill University, Montreal, QC, H3A 1A1, Canada
| | - Qiang Chen
- Lieber Institute for Brain Development, Baltimore, MD, 21205, USA
| | - Christopher R K Ching
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, 90292, USA
| | - Sven Cichon
- Institute of Neuroscience and Medicine (INM-1), Research Center Jülich, Jülich, 52428, Germany
- Department of Biomedicine, University of Basel, Basel, CH-4031, Switzerland
- Medical Genetics, Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, 4031, Switzerland
| | - Benedicto Crespo-Facorro
- HU Virgen del Rocio, Instituto de Investigacion biomedica IBIS-CSIC, Universidad de Sevilla, CIBERSAM, Sevilla, 41013, Spain
| | - Fabrice Crivello
- CNRS, IMN, UMR 5293, University of Bordeaux, Bordeaux, 33076, France
| | - Anders M Dale
- Center for Multimodal Imaging and Genetics, La Jolla, CA, 92093, USA
| | - George Davey Smith
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, BS8 2BN, United Kingdom
- Population Health Sciences, University of Bristol, Bristol, BS8 BN, United Kingdom
| | - Eco Jc de Geus
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, 1081 BT, The Netherlands
| | - Philip L De Jager
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY, 10538, USA
| | - Greig I de Zubicaray
- School of Psychology and Counselling, Queensland University of Technology, Brisbane, QLD, 4059, Australia
| | - Stéphanie Debette
- School of Psychology and Counselling, Queensland University of Technology, Brisbane, QLD, 4059, Australia
- Department of Neurology, Institute of Neurodegenerative Diseases, Bordeaux University Hospital, Bordeaux, F-33000, France
| | - Charles DeCarli
- Imaging of Dementia and Aging Laboratory, Department of Neurology, University of California, Davis, Sacramento, CA, 95817, USA
| | - Chantal Depondt
- Department of Neurology, Hôpital Universitaire de Bruxelles, Université Libre de Bruxelles, Brussels, 1070, Belgium
| | - Sylvane Desrivières
- Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, SE5 8AF, United Kingdom
| | - Srdjan Djurovic
- Department of Medical Genetics, Oslo University Hospital, Oslo, 0450, Norway
- Department of Clinical Science, University of Bergen, Bergen, 5021, Norway
| | - Stefan Ehrlich
- Translational Developmental Neuroscience Section, Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, TU Dresden, Dresden, 01307, Germany
| | - Susanne Erk
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, 11017, Germany
| | - Thomas Espeseth
- Department of Psychology, University of Oslo, Oslo, 0373, Norway
- Department of Psychology, Oslo New University College, Oslo, 0456, Norway
| | - Guillén Fernández
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, 6500 HB, The Netherlands
| | - Irina Filippi
- INSERM U1299, Paris Saclay University, Gif-sur-Yvette, 91190, France
| | - Simon E Fisher
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, 6525 XD, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, 6500 HE, The Netherlands
| | - Debra A Fleischman
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, 60612, USA
- Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, Chicago, IL, 60612, USA
| | - Evan Fletcher
- Department of Neurology, University of California Davis, Davis, CA, 95616, USA
| | - Myriam Fornage
- Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, 77030, USA
| | - Andreas J Forstner
- Institute of Neuroscience and Medicine (INM-1), Research Center Jülich, Jülich, 52428, Germany
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, Bonn, 53127, Germany
| | - Clyde Francks
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, 6500 HB, The Netherlands
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, 6525 XD, The Netherlands
- Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, 6525 GA, The Netherlands
| | - Barbara Franke
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, 6525 EN, The Netherlands
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, 6525 GA, The Netherlands
| | - Tian Ge
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, 02114, USA
| | - Aaron L Goldman
- Lieber Institute for Brain Development, Baltimore, MD, 21205, USA
| | - Hans J Grabe
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, 17475, Germany
| | - Robert C Green
- Department of Medicine (Genetics), Mass General Brigham and Harvard Medical School, Boston, MA, 02115, USA
| | - Oliver Grimm
- Central Institute of Mental Health, Mannheim, 68159, Germany
- Goethe-University Frankfurt, Frankfurt am Main, 60528, Germany
| | - Nynke A Groenewold
- Department of Psychiatry and Mental Health, Neuroscience Institute, University of Cape Town, Cape Town, 7925, South Africa
| | - Oliver Gruber
- Section for Experimental Psychopathology and Neuroimaging, Department of General Psychiatry, Heidelberg University, Heidelberg, D-69115, Germany
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, 201, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, 101, Iceland
| | - Asta K Håberg
- Department of Neuromedicine and Movement, NTNU Science, Trondheim, 7030, Norway
- MiDT National Research Center, Department of Research, St Olavs Hospital, Trondheim, 7006, Norway
| | - Unn K Haukvik
- Norwegian Centre for Mental Health Research (NORMENT), Department of Mental Health and Addiction, University of Oslo, Oslo, 0450, Norway
- Centre for Forensic Psychiatry Research, Oslo University Hospital, Oslo, 0455, Norway
| | - Andreas Heinz
- Centre for Forensic Psychiatry Research, Oslo University Hospital, Oslo, 0455, Norway
| | - Derrek P Hibar
- Product Development, Genentech, Inc., South San Francisco, CA, 94080, USA
| | - Saima Hilal
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, 117549, Singapore
| | - Jayandra J Himali
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA, 02118, USA
- Framingham Heart Study, Chobanian and Avedisian Boston University School of Medicine, Boston, MA, 02118, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, 78229-3900, USA
- Department of Population Health Sciences, UT Health Science Center San Antonio, San Antonio, TX, 78229, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, 02118, USA
| | - Beng-Choon Ho
- Department of Psychiatry, Carver College of Medicine, University of Iowa, Iowa City, IA, 52246, USA
| | - David F Hoehn
- Max Planck Institute of Psychiatry, Munich, 80804, Germany
| | - Pieter J Hoekstra
- Department of Child and Adolescent Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, 9713 GZ, The Netherlands
- Accare Child Study Center, Groningen, 9723 HE, The Netherlands
| | - Edith Hofer
- Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Graz, 8036, Austria
- Institute for Medical Informatics, Statistics and Documentation, Medical University of Graz, Graz, 8036, Austria
| | - Wolfgang Hoffmann
- German Centre for Neurodegenerative Diseases (DZNE) - site Rostock/Greifswald, Greifswald, 17489, Germany
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, 17495, Germany
| | - Avram J Holmes
- Department of Psychiatry, Brain Health Institute, Rutgers University, Piscataway, NJ, 08854, USA
| | - Georg Homuth
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, 17475, Germany
| | - Norbert Hosten
- Department of Radiology, University Clinic Greifswald, Greifswald, 17475, Germany
| | - M Kamran Ikram
- Departments of Epidemiology and Neurology, Erasmus MC, Rotterdam, 3015 CN , The Netherlands
| | - Jonathan C Ipser
- Department of Psychiatry and Mental Health, Neuroscience Institute, Groote Schuur Hospital, University of Cape Town, Cape Town, 7925, South Africa
| | - Clifford R Jack
- Department of Radiology, Mayo Clinic, Rochester, MN, 55905, USA
| | - Neda Jahanshad
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, 90292, USA
| | - Erik G Jönsson
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, 0319, Norway
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet & Stockholm Health Care Sciences, Stockholm Region, Stockholm, SE-11364, Sweden
| | - Rene S Kahn
- Department of Psychiatry, University Medical Center Utrecht, Utrecht, 3584CX, The Netherlands
| | | | - Marieke Klein
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, 6500 HB, The Netherlands
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, 6525 GA, The Netherlands
| | - Maria J Knol
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, 3015 GD, The Netherlands
| | - Lenore J Launer
- Intramural Research Program, National Institute on Aging, Baltimore, MD, 21224, USA
| | - Stephen M Lawrie
- Division of Psychiatry, University of Edinburgh, Edinburgh, EH10 5HF, United Kingdom
| | | | - Phil H Lee
- Center for Genomic Medicine, Mass General Brigham, Boston, MA, 02114, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, 02115, USA
- Stanley Center for Psychiatry, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Hervé Lemaître
- Groupe d'Imagerie Neurofonctionnelle, Institut des Maladies Neurodégénératives, UMR 5293, CNRS, Université de Bordeaux, Bordeaux, 33076, France
| | - Shuo Li
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA, 02118, USA
- Framingham Heart Study, Chobanian and Avedisian Boston University School of Medicine, Boston, MA, 02118, USA
| | | | - Honghuang Lin
- Department of Medicine, University of Massachusetts Chan Medical School, Worcester, MA, 01655, USA
| | - W T Longstreth
- Department of Neurology, University of Washington, Seattle, WA, 98104-2420, USA
- Department of Epidemiology, University of Washington, Seattle, WA, 98195-9458, USA
| | - Oscar L Lopez
- Departments of Neurology and Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA, 15213, USA
| | - Michelle Luciano
- Department of Psychology, University of Edinburgh, Edinburgh, EH8 9JZ, United Kingdom
| | - Pauline Maillard
- Department of Neurology, University of California Davis, Davis, CA, 95616, USA
| | - Andre F Marquand
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, 6500 HB, The Netherlands
| | - Nicholas G Martin
- Brain & Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4006, Australia
| | - Jean-Luc Martinot
- Université Paris-Saclay; Institut National de la Santé et de la Recherche Médicale, INSERM U1299 "Trajectoires développementales Psychiatrie", Ecole Normale Supérieure Paris-Saclay, CNRS UMR 9010, Université Paris Cité, Centre Borelli, Gif sur Yvette, 911
| | - Karen A Mather
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Venkata S Mattay
- Lieber Institute for Brain Development, Baltimore, MD, 21205, USA
| | - Katie L McMahon
- School of Clinical Sciences, Queensland University of Technology, Brisbane, QLD, 4001, Australia
| | - Patrizia Mecocci
- Institute of Gerontology and Geriatrics, Department of Medicine and Surgery, University of Perugia, Perugia, 06132, Italy
- Clinical Geriatrics, NVS Department, Karolinska Institute, Huddinge, 14152, Sweden
| | - Ingrid Melle
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, 0319, Norway
| | - Andreas Meyer-Lindenberg
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, 68159, Germany
| | - Nazanin Mirza-Schreiber
- Institute of Neurogenomics,Helmholtz Munich, 85764, Neuherberg, Germany
- Neurogenetic Systems Analysis Group, Institute of Neurogenomics, Helmholtz Munich, 85764, Neuherberg, Germany
| | - Yuri Milaneschi
- Department of Psychiatry, Amsterdam UMC location Vrije Universiteit Amsterdam, Amsterdam, 1081 HJ, The Netherlands
- Amsterdam Public Health, Mental Health program, Amsterdam, 1081 BT, The Netherlands
- Amsterdam Neuroscience, Mood, Anxiety, Psychosis, Sleep & Stress program, Amsterdam, 1081 BT, The Netherlands
- Amsterdam Neuroscience, Complex Trait Genetics program, Amsterdam, 1081 HV, The Netherlands
| | | | - Thomas W Mühleisen
- Institute of Neuroscience and Medicine (INM-1), Research Center Jülich, Jülich, 52428, Germany
- Cécile and Oskar Vogt Institute for Brain Research, Medical Faculty, University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Düsseldorf, D-40225, Germany
- Department of Biomedicine, University Hospital Basel and University of Basel, Basel, CH-4031, Switzerland
| | - Bertram Müller-Myhsok
- Statistics Genetics Group, Max Planck Institute of Psychiatry, Munich, 80804, Germany
| | - Susana Muñoz Maniega
- Centre for Clinical Brain Sciences and Edinburgh Imaging, University of Edinburgh, Edinburgh, EH16 4SB, United Kingdom
| | - Matthias Nauck
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, 17489, Germany
- German Centre for Cardiovascular Research (DZHK), Partner Site Greifswald, Greifswald, 17489, Germany
| | - Kwangsik Nho
- Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Wiro J Niessen
- University Medical Center Groningen, Groningen, 9713GZ, The Netherlands
| | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, Bonn, 53127, Germany
| | - Paul A Nyquist
- Department of Neurology, Johns Hopkins School of Medicine, Baltimore, MD, 21287, USA
- General internal Medicine, Johns Hopkins School of Medicine, Baltimore, MD, 21287, USA
| | - Jaap Oosterlaan
- Clinical Neuropsychology section, Vrije Universiteit Amsterdam, Amsterdam, 1081 BT, The Netherlands
- Emma Children's Hospital, University Medical Centers Amsterdam, Amsterdam, 1100 DD, The Netherlands
- Amsterdam Reproduction & Development Research Institute, Amsterdam, 1100 DD, The Netherlands
| | - Massimo Pandolfo
- Université Libre de Bruxelles, Brussels, 1070, Belgium
- Department of Neurology and Neurosurgery, McGill University, Montreal, QC, H3A 2B4, Canada
| | - Tomas Paus
- Departments of Psychiatry and Neuroscience, Faculty of Medicine, University of Montreal, Montreal, QC, H3T 1C5, Canada
- Centre Hospitalier Universitaire Sainte-Justine, University of Montreal, Montreal, QC, H3T 1C5, Canada
| | - Zdenka Pausova
- Hospital for Sick Children, Toronto, ON, M5G 0A4, Canada
- Department of Physiology, University of Toronto, Toronto, M5G 0A4, Canada
| | - Brenda Wjh Penninx
- Department of Psychiatry, Amsterdam UMC location Vrije Universiteit Amsterdam, Amsterdam, 1081 HJ, The Netherlands
| | - G Bruce Pike
- Departments of Radiology and Clinical Neurosciences, Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, T2N 4N1, Canada
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, 98195-9458, USA
- Department of Epidemiology, University of Washington, Seattle, WA, 98195-9458, USA
- Department of Health Systems and Population Health, Seattle, WA, 98195-9458, USA
| | - Benno Pütz
- Translational Psychiatry, Munich, 80804, Germany
| | - Simone Reppermund
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, NSW, 2052, Australia
- Department of Developmental Disability Neuropsychiatry, Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Marcella D Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Faculty of Medicine Mannheim, University of Heidelberg, Mannheim, 68159, Germany
| | - Shannon L Risacher
- Center for Neuroimaging, Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
- Indiana Alzheimer's Disease Research Center, Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Nina Romanczuk-Seiferth
- Department of Psychiatry and Neuroscience, Charité - Universitätsmedizin Berlin, Berlin, 10117, Germany
- Department of Psychology, Clinical Psychology and Psychotherapy, MSB Medical School Berlin, Berlin, 14197, Germany
| | - Rafael Romero-Garcia
- Instituto de Biomedicina de Sevilla (IBiS) HUVR/CSIC/Universidad de Sevilla/ CIBERSAM, ISCIII, Dpto. de Fisiología Médica y Biofísica, Sevilla, 41013, Spain
- Department of Psychiatry, University of Cambridge, Cambridge, CB2 0SZ, United Kingdom
| | - Gennady V Roshchupkin
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, 3015 GD, The Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, 3015 GD, The Netherlands
| | - Jerome I Rotter
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, 90502, USA
| | - Perminder S Sachdev
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, NSW, 2052, Australia
- Neuropsychiatric Institute, The Prince of Wales Hospital, Randwick, NSW, 2031, Australia
| | | | - Arvin Saremi
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, 90292, USA
| | - Muralidharan Sargurupremraj
- INSERM U1219, Bordeaux Population Health Research Center, University of Bordeaux, Bordeaux, F-33000, France
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, 78229-3900, USA
| | - Andrew J Saykin
- Center for Neuroimaging, Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Lianne Schmaal
- Centre for Youth Mental Health, The University of Melbourne, Parkville, VIC, 3052, Australia
- Orygen, Parkville, VIC, 3052, Australia
| | - Helena Schmidt
- Institute of Molecular Biology & Biochemistry, Gottfried Schatz Center for Signaling, Metabolism & Aging, Medical University Graz, Graz, 8010, Austria
| | - Reinhold Schmidt
- Department of Neurology, Medical University Graz Austria, Graz, 8023, Austria
| | - Peter R Schofield
- Neuroscience Research Australia, Sydney, NSW, 2031, Australia
- School of Biomedical Sciences, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Markus Scholz
- LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, 04103, Germany
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, 04107, Germany
| | - Gunter Schumann
- Centre for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University, Shanghai, 200031, P.R. China
- PONS Centre, Department of Psychiatry, CCM, Charite Unversitaetsmedizin Berlin, Berlin, 10017, Germany
| | - Emanuel Schwarz
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, 68159, Germany
| | - Li Shen
- Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Jean Shin
- The Hospital for Sick Children, Departments of Physiology and Nutritional Sciences, University of Toronto, Toronto, ON, M5G 0A4, Canada
| | - Sanjay M Sisodiya
- Department of Clinical and Experimental Epilepsy, UCL Queen Square Institute of Neurology, London, WC1N 3BG, United Kingdom
- Chalfont Centre for Epilepsy, Chalfont St Peter, SL9 0RJ, United Kingdom
| | - Albert V Smith
- Icelandic Heart Association, Kopavogur, 201, Iceland
- Department of Biostatistics, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Jordan W Smoller
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, 02114, USA
| | - Hilkka S Soininen
- Department of Neurology, Institute of Clinical Mediciine, University of Eastern Finland, Kuopio, 70100, Finland
| | - Vidar M Steen
- Department of Clinical Science, University of Bergen, Bergen, 5021, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Department of Medical Genetics, Haukeland University Hospital, Bergen, N-5021, Norway
| | - Dan J Stein
- SAMRC Research Unit on Risk & Resilience in Mental Disorders, Department of Psychiatry & Neuroscience Institute, University of Cape Town, Cape Town, 7925, South Africa
| | - Jason L Stein
- Department of Genetics & UNC Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599-7250, USA
| | - Sophia I Thomopoulos
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, 90292, USA
| | - Arthur W Toga
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, 90292, USA
| | - Diana Tordesillas-Gutiérrez
- Instituto de Física de Cantabria (CSIC-UC), Santander, E-39005, Spain
- Department of Radiology, Marqués de Valdecilla University Hospital, Valdecilla Biomedical Research Institute IDIVAL, Santander, 39011, Spain
| | - Julian N Trollor
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, NSW, 2052, Australia
- The National Centre of Excellence in Intellectual Disability Health,, Faculty of Medicine and Health, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Maria C Valdes-Hernandez
- Centre for Clinical Brain Sciences and Edinburgh Imaging, University of Edinburgh, Edinburgh, EH16 4SB, United Kingdom
| | - Dennis van 't Ent
- Department of Biological Psychology & Netherlands Twin Register, Vrije Universiteit Amsterdam, Amsterdam, 1081 BT, The Netherlands
| | - Hans van Bokhoven
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, 6525 EN, The Netherlands
- Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, 6525 GA, The Netherlands
| | - Dennis van der Meer
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, 0319, Norway
- School of Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, 6200MD, The Netherlands
| | - Nic Ja van der Wee
- Department of Psychiatry, Leiden University Medical Center, Leiden, 2333 ZA, The Netherlands
| | - Javier Vázquez-Bourgon
- Department of Psychiatry, University Hospital Marqués de Valdecilla - IDIVAL, Santander, 39008, Spain
- Departamento de Medicina y Psiquiatría, Universidad de Cantabria, Santander, 39008, Spain
- Centro de Investigación Biomédica en Red en Salud Mental (CIBERSAM), Sevilla, 41013, Spain
| | - Dick J Veltman
- Department of Psychiatry, Amsterdam UMC location Vrije Universiteit Amsterdam, Amsterdam, 1081 HJ, The Netherlands
| | - Meike W Vernooij
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, 3015 GD, The Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, 3015 GD, The Netherlands
| | - Arno Villringer
- Department of Neurology, Max Planck Institute for Human, Cognitive and Brain Sciences, Leipzig, 04103, Germany
- Cognitive Neurology, University of Leipzig Medical Center, Leipzig, 04103, Germany
| | - Louis N Vinke
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, 02114, USA
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, 17495, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, 11017, Germany
| | - Joanna M Wardlaw
- Centre for Clinical Brain Sciences and Edinburgh Imaging, University of Edinburgh, Edinburgh, EH16 4SB, United Kingdom
- UK Dementia Research Institute Centre, University of Edinburgh, Edinburgh, EH16 4SB, United Kingdom
| | - Daniel R Weinberger
- Lieber Institute for Brain Development, Baltimore, MD, 21205, USA
- Department of Neurology, Johns Hopkins School of Medicine, Baltimore, MD, 21287, USA
- Department of Psychiatry, Johns Hopkins School of Medicine, Baltimore, MD, 21205, USA
- Department of Neuroscience, Johns Hopkins School of Medicine, Baltimore, MD, 21205, USA
- Genetic Medicine, Johns Hopkins School of Medicine, Baltimore, MD, 21205, USA
| | - Michael W Weiner
- University of California San Francisco, San Francisco, CA, 94121, USA
- Northern California Institute for Research & Education (NCIRE), San Francisco, CA, 94121, USA
- Veterans Administration Medical Center, San Francisco, CA, 94121, USA
| | - Wei Wen
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, School of Clinical Medicine, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Lars T Westlye
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo, Oslo, 0319, Norway
- Department of Psychology, University of Oslo, Oslo, 0373, Norway
| | - Eric Westman
- Division of Clinical Geriatrics, Department of Neurobiology, Care Sciences and Society (NVS), Karolinska Institutet, Huddinge, 14183, Sweden
| | - Tonya White
- Section on Social and Cognitive Developmental Neuroscience, National Institute of Mental Health, Bethesda, MD, 20892-1276, USA
| | - A Veronica Witte
- Department of Neurology, Max Planck Institute for Human, Cognitive and Brain Sciences, Leipzig, 04103, Germany
- Cognitive Neurology, University of Leipzig Medical Center, Leipzig, 04103, Germany
| | | | - Jingyun Yang
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, 60612, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, 60612, USA
| | - Marcel P Zwiers
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, 6525 EN, The Netherlands
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, 3015 GD, The Netherlands
| | - Sudha Seshadri
- Framingham Heart Study, Chobanian and Avedisian Boston University School of Medicine, Boston, MA, 02118, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX, 78229-3900, USA
| | - Paul M Thompson
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA, 90292, USA
| | - Claudia L Satizabal
- Framingham Heart Study, Chobanian and Avedisian Boston University School of Medicine, Boston, MA, 02118, USA
- Department of Population Health Sciences and Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, 78229, USA
- Department of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, 02118, USA
| | - Sarah E Medland
- Brain & Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4006, Australia
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, QLD, 4072, Australia
- School of Psychology and Counselling, Queensland University of Technology, Brisbane, QLD, 4059, Australia
- School of Psychology, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Miguel E Rentería
- Brain & Mental Health Program, QIMR Berghofer Medical Research Institute, Brisbane, QLD, 4006, Australia
- School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, QLD, 4072, Australia
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Khodaeiaminjan M, Gomes C, Pagano A, Kruszka D, Sulima P, Przyborowski JA, Krajewski P, Paiva JAP. Impacts of in-vitro zebularine treatment on genome-wide DNA methylation and transcriptomic profiles in Salix purpurea L. PHYSIOLOGIA PLANTARUM 2024; 176:e14403. [PMID: 38923551 DOI: 10.1111/ppl.14403] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Revised: 05/30/2024] [Accepted: 06/04/2024] [Indexed: 06/28/2024]
Abstract
Renewable energy resources such as biomass are crucial for a sustainable global society. Trees are a major source of lignocellulosic biomass, which can vary in response to different environmental factors owing to epigenetic regulation, such as DNA C-methylation. To investigate the effects of DNA methylation on plant development and wood formation, and its impacts on gene expression, with a focus on secondary cell wall (SCW)-associated genes, Salix purpurea plantlets were cloned from buds derived from a single hybrid tree for both treatment and control conditions. For the treatment condition, buds were exposed to 50 μM zebularine in vitro and a combined strategy of whole-genome bisulfite sequencing (WGBS) and RNA-seq was employed to examine the methylome and transcriptome profiles of different tissues collected at various time points under both conditions. Transcriptomic and methylome data revealed that most of the promoter and gene body demethylation had no marked effects on the expression profiles of genes. Nevertheless, gene expression tended to decrease with the increased methylation levels of genes with highly methylated promoters. Results indicated that demethylation is less evident in centromeric regions and sex chromosomes. Promoters of secondary cell wall-associated genes, such as 4-coumarate-CoA ligase-like and Rac-like GTP-binding protein RHO, were differentially methylated in the secondary xylem samples collected from two-month potted treated plants compared to control samples. Our results provide novel insights into DNA methylation and gene expression landscapes and a basis for investigating the epigenetic regulation of wood formation in S. purpurea as a model plant for bioenergy species.
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Affiliation(s)
- Mortaza Khodaeiaminjan
- Department of Integrative Plant Biology, Institute of Plant Genetics, Polish Academy of Sciences, Poznań, Poland
| | - Carolina Gomes
- Department of Integrative Plant Biology, Institute of Plant Genetics, Polish Academy of Sciences, Poznań, Poland
| | - Andrea Pagano
- Department of Integrative Plant Biology, Institute of Plant Genetics, Polish Academy of Sciences, Poznań, Poland
| | - Dariusz Kruszka
- Department of Biometry and Bioinformatics, Institute of Plant Genetics, Polish Academy of Sciences, Poznań, Poland
| | - Paweł Sulima
- Department of Genetics, Plant Breeding and Bioresource Engineering, University of Warmia and Mazury, Olsztyn, Poland
| | - Jerzy Andrzej Przyborowski
- Department of Genetics, Plant Breeding and Bioresource Engineering, University of Warmia and Mazury, Olsztyn, Poland
| | - Paweł Krajewski
- Department of Biometry and Bioinformatics, Institute of Plant Genetics, Polish Academy of Sciences, Poznań, Poland
| | - Jorge Almiro Pinto Paiva
- Department of Integrative Plant Biology, Institute of Plant Genetics, Polish Academy of Sciences, Poznań, Poland
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Kumar A, Mushtaq M, Kumar P, Sharma DP, Gahlaut V. Insights into flowering mechanisms in apple (Malus × domestica Borkh.) amidst climate change: An exploration of genetic and epigenetic factors. Biochim Biophys Acta Gen Subj 2024; 1868:130593. [PMID: 38408683 DOI: 10.1016/j.bbagen.2024.130593] [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: 07/20/2023] [Revised: 01/05/2024] [Accepted: 02/20/2024] [Indexed: 02/28/2024]
Abstract
Apple (Malus × domestica Borkh.) holds a prominent position among global temperate fruit crops, with flowering playing a crucial role in both production and breeding. This review delves into the intricate mechanisms governing apple flowering amidst the backdrop of climate change, acknowledging the profound influence of external and internal factors on biennial bearing, flower bud quality, and ultimately, fruit quality. Notably, the challenge faced in major apple production regions is not an inadequacy of flowers but an excess, leading to compromised fruit quality necessitating thinning practices. Climate change exacerbates these challenges, rendering apple trees more susceptible to crop failure due to unusual weather events, such as reduced winter snowfall, early spring cold weather, and hailstorms during flowering and fruit setting. Altered climatic conditions, exemplified by increased spring warming coupled with sub-freezing temperatures, negatively impact developing flower buds and decrease overall crop production. Furthermore, changing winter conditions affect chilling accumulation, disrupting flower development and synchronicity. Although the physiological perception of apple flowering has been reviewed in the past, the genetic, epigenetic, and multi-omics regulatory mechanisms governing floral induction and flowering are still rarely discussed in the case of apple flowering. This article comprehensively reviews the latest literature encompassing all aspects of apple flowering, aiming to broaden our understanding and address flowering challenges while also laying a solid foundation for future research in developing cultivars that are ideally adapted to climate change.
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Affiliation(s)
- Anshul Kumar
- MS Swaminathan School of Agriculture, Shoolini University, Bhajol, Solan, Himachal Pradesh 173229, India
| | - Muntazir Mushtaq
- MS Swaminathan School of Agriculture, Shoolini University, Bhajol, Solan, Himachal Pradesh 173229, India
| | - Pankaj Kumar
- Department of Biotechnology, Dr. YS Parmar University of Horticulture and Forestry Nauni Solan, Himachal Pradesh 173230, India.
| | - Dharam Paul Sharma
- Department of Fruit Science, Dr. YS Parmar University of Horticulture and Forestry Nauni Solan, Himachal Pradesh 173230, India
| | - Vijay Gahlaut
- University Centre for Research & Development, Chandigarh University, Punjab 140413, India.
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5
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Guo R, Zhang X, Li M, Zhang H, Wu J, Zhang L, Xiao X, Han M, An N, Xing L, Zhang C. MdNup62 involved in salt and osmotic stress tolerance in apple. Sci Rep 2023; 13:20198. [PMID: 37980385 PMCID: PMC10657396 DOI: 10.1038/s41598-023-47024-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2023] [Accepted: 11/08/2023] [Indexed: 11/20/2023] Open
Abstract
Abiotic stress of plants has serious consequences on the development of the apple industry. Nuclear pore complexes (NPCs) control nucleoplasmic transport and play an important role in the regulation of plant abiotic stress response. However, the effects of NPCs on apple salt and osmotic stress responses have not been reported yet. In this study, we analyzed the expression and function of NUCLEOPORIN 62 (MdNup62), a component of apple NPC. MdNup62 expression was significantly increased by salt and mannitol (simulated osmotic stress) treatment. The MdNup62-overexpressing (OE) Arabidopsis and tomato lines exhibited significantly reduced salt stress tolerance, and MdNup62-OE Arabidopsis lines exhibited reduced osmotic stress tolerance. We further studied the function of HEAT SHOCK FACTOR A1d (MdHSFA1d), the interacting protein of MdNup62, in salt and osmotic stress tolerance. In contrast to MdNup62, MdHSFA1d-OE Arabidopsis lines showed significantly enhanced tolerance to salt and osmotic stress. Our findings suggest a possible interaction of MdNup62 with MdHSFA1d in the mediation of nuclear and cytoplasmic transport and the regulation of apple salt and osmotic stress tolerance. These results contribute to the understanding of the salt and osmotic stress response mechanism in apple.
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Affiliation(s)
- Ruxuan Guo
- Hebei Key Laboratory of Horticultural Germplasm Excavation and Innovative Utilization, Hebei Higher Institute Application Technology Research and Development Center of Horticultural Plant Biological Breeding, College of Horticulture Technology, Hebei Normal University of Science and Technology, Changli, 066600, Hebei, People's Republic of China
| | - Xiaoshuang Zhang
- Hebei Key Laboratory of Horticultural Germplasm Excavation and Innovative Utilization, Hebei Higher Institute Application Technology Research and Development Center of Horticultural Plant Biological Breeding, College of Horticulture Technology, Hebei Normal University of Science and Technology, Changli, 066600, Hebei, People's Republic of China
| | - Mingyuan Li
- Hebei Key Laboratory of Horticultural Germplasm Excavation and Innovative Utilization, Hebei Higher Institute Application Technology Research and Development Center of Horticultural Plant Biological Breeding, College of Horticulture Technology, Hebei Normal University of Science and Technology, Changli, 066600, Hebei, People's Republic of China
| | - Huiwen Zhang
- Hebei Key Laboratory of Horticultural Germplasm Excavation and Innovative Utilization, Hebei Higher Institute Application Technology Research and Development Center of Horticultural Plant Biological Breeding, College of Horticulture Technology, Hebei Normal University of Science and Technology, Changli, 066600, Hebei, People's Republic of China
| | - Junkai Wu
- Hebei Key Laboratory of Horticultural Germplasm Excavation and Innovative Utilization, Hebei Higher Institute Application Technology Research and Development Center of Horticultural Plant Biological Breeding, College of Horticulture Technology, Hebei Normal University of Science and Technology, Changli, 066600, Hebei, People's Republic of China
| | - Libin Zhang
- Hebei Key Laboratory of Horticultural Germplasm Excavation and Innovative Utilization, Hebei Higher Institute Application Technology Research and Development Center of Horticultural Plant Biological Breeding, College of Horticulture Technology, Hebei Normal University of Science and Technology, Changli, 066600, Hebei, People's Republic of China
| | - Xiao Xiao
- Hebei Key Laboratory of Horticultural Germplasm Excavation and Innovative Utilization, Hebei Higher Institute Application Technology Research and Development Center of Horticultural Plant Biological Breeding, College of Horticulture Technology, Hebei Normal University of Science and Technology, Changli, 066600, Hebei, People's Republic of China
| | - Mingyu Han
- College of Horticulture, Northwest A&F University, Yangling, 712100, Shaanxi, People's Republic of China
| | - Na An
- College of Horticulture, Northwest A&F University, Yangling, 712100, Shaanxi, People's Republic of China
| | - Libo Xing
- College of Horticulture, Northwest A&F University, Yangling, 712100, Shaanxi, People's Republic of China.
| | - Chenguang Zhang
- Hebei Key Laboratory of Horticultural Germplasm Excavation and Innovative Utilization, Hebei Higher Institute Application Technology Research and Development Center of Horticultural Plant Biological Breeding, College of Horticulture Technology, Hebei Normal University of Science and Technology, Changli, 066600, Hebei, People's Republic of China.
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Padilla‐Mejia NE, Field MC. Evolutionary, structural and functional insights in nuclear organisation and nucleocytoplasmic transport in trypanosomes. FEBS Lett 2023; 597:2501-2518. [PMID: 37789516 PMCID: PMC10953052 DOI: 10.1002/1873-3468.14747] [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: 06/27/2023] [Revised: 09/18/2023] [Accepted: 09/19/2023] [Indexed: 10/05/2023]
Abstract
One of the remarkable features of eukaryotes is the nucleus, delimited by the nuclear envelope (NE), a complex structure and home to the nuclear lamina and nuclear pore complex (NPC). For decades, these structures were believed to be mainly architectural elements and, in the case of the NPC, simply facilitating nucleocytoplasmic trafficking. More recently, the critical roles of the lamina, NPC and other NE constituents in genome organisation, maintaining chromosomal domains and regulating gene expression have been recognised. Importantly, mutations in genes encoding lamina and NPC components lead to pathogenesis in humans, while pathogenic protozoa disrupt the progression of normal development and expression of pathogenesis-related genes. Here, we review features of the lamina and NPC across eukaryotes and discuss how these elements are structured in trypanosomes, protozoa of high medical and veterinary importance, highlighting lineage-specific and conserved aspects of nuclear organisation.
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Affiliation(s)
| | - Mark C. Field
- School of Life SciencesUniversity of DundeeUK
- Institute of Parasitology, Biology CentreCzech Academy of SciencesČeské BudějoviceCzechia
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7
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CPR5-mediated nucleo-cytoplasmic localization of IAA12 and IAA19 controls lateral root development during abiotic stress. Proc Natl Acad Sci U S A 2023; 120:e2209781120. [PMID: 36623191 PMCID: PMC9934060 DOI: 10.1073/pnas.2209781120] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023] Open
Abstract
Plasticity of the root system architecture (RSA) is essential in enabling plants to cope with various environmental stresses and is mainly controlled by the phytohormone auxin. Lateral root development is a major determinant of RSA. Abiotic stresses reduce auxin signaling output, inhibiting lateral root development; however, how abiotic stress translates into a lower auxin signaling output is not fully understood. Here, we show that the nucleo-cytoplasmic distribution of the negative regulators of auxin signaling AUXIN/INDOLE-3-ACETIC ACID INDUCIBLE 12 (AUX/IAA12 or IAA12) and IAA19 determines lateral root development under various abiotic stress conditions. The cytoplasmic localization of IAA12 and IAA19 in the root elongation zone enforces auxin signaling output, allowing lateral root development. Among components of the nuclear pore complex, we show that CONSTITUTIVE EXPRESSOR OF PATHOGENESIS-RELATED GENES 5 (CPR5) selectively mediates the cytoplasmic translocation of IAA12/19. Under abiotic stress conditions, CPR5 expression is strongly decreased, resulting in the accumulation of nucleus-localized IAA12/19 in the root elongation zone and the suppression of lateral root development, which is reiterated in the cpr5 mutant. This study reveals a regulatory mechanism for auxin signaling whereby the spatial distribution of AUX/IAA regulators is critical for lateral root development, especially in fluctuating environmental conditions.
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Song M, Linghu B, Huang S, Hu S, An R, Wei S, Mu J, Zhang Y. Identification of nuclear pore complexes (NPCs) and revealed outer-ring component BnHOS1 related to cold tolerance in B. napus. Int J Biol Macromol 2022; 223:1450-1461. [PMID: 36402381 DOI: 10.1016/j.ijbiomac.2022.11.148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2022] [Revised: 11/11/2022] [Accepted: 11/14/2022] [Indexed: 11/18/2022]
Abstract
Nuclear pore complexes (NPCs) consist of ~30 different nucleoporins (Nups), are the unique channels that govern development, hormonal response, and roles in both biotic and abiotic responses, as well as the transport and information exchange of biomacromolecules between nucleoplasms. Here, we report the comprehensive identification of 77 BnNups throughout the zhongshuang11 (ZS11) genome, which were classified into 29 distinct categories based on their evolutionary connections. We compared and contrasted different BnNups by analyzing at their gene structures, protein domains, putative three-dimensional (3D) models and expression patterns. Additional examples of genome-wide duplication events and cross-species synteny are provided to demonstrate the proliferation and evolutionary conservation of BnNups. When BnHOS1 was modified using CRISPR/Cas9 technology, the resulting L10 and L28 lines exhibited substantial freezing resistance. This not only demonstrated the negative regulatory impact of BnHOS1 on cold stress, but also offered a promising candidate gene for cold tolerance breeding and augmented the available B. napus material. These findings not only help us learn more about the composition and function of BnNPCs in B. napus, but they also provide light on how NPCs in other eukaryotic organism functions.
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Affiliation(s)
- Min Song
- Hybrid Rapeseed Research Center of Shaanxi Province, Yangling 712100, Shaanxi, China; State Key Laboratory of Crop Stress Biology in Arid Areas and College of Agronomy, Northwest A&F University, Yangling 712100, Shaanxi, China
| | - Bin Linghu
- State Key Laboratory of Crop Stress Biology in Arid Areas and College of Agronomy, Northwest A&F University, Yangling 712100, Shaanxi, China
| | - Shuhua Huang
- Hybrid Rapeseed Research Center of Shaanxi Province, Yangling 712100, Shaanxi, China
| | - Shengwu Hu
- State Key Laboratory of Crop Stress Biology in Arid Areas and College of Agronomy, Northwest A&F University, Yangling 712100, Shaanxi, China
| | - Ran An
- Hybrid Rapeseed Research Center of Shaanxi Province, Yangling 712100, Shaanxi, China
| | - Shihao Wei
- Hybrid Rapeseed Research Center of Shaanxi Province, Yangling 712100, Shaanxi, China
| | - Jianxin Mu
- Hybrid Rapeseed Research Center of Shaanxi Province, Yangling 712100, Shaanxi, China.
| | - Yanfeng Zhang
- Hybrid Rapeseed Research Center of Shaanxi Province, Yangling 712100, Shaanxi, China.
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9
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Zhang C, Zhang XI, Cheng B, Wu J, Zhang L, Xiao X, Zhang D, Zhao C, An N, Han M, Xing L. MdNup54 Interactions With MdHSP70 Involved in Flowering in Apple. FRONTIERS IN PLANT SCIENCE 2022; 13:903808. [PMID: 35865288 PMCID: PMC9296068 DOI: 10.3389/fpls.2022.903808] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Accepted: 06/07/2022] [Indexed: 06/15/2023]
Abstract
Flowering-related problems in "Fuji" apple have severely restricted the development of China's apple industry. Nuclear pore complexes (NPCs) control nucleoplasmic transport and play an important role in the regulation of plant growth and development. However, the effects of NPCs on apple flowering have not been reported. Here, we analysed the expression and function of MdNup54, a component of apple NPC. MdNup54 expression was the highest in flower buds and maintained during 30-70 days after flowering. MdNup54-overexpressing (OE) Arabidopsis lines displayed significantly earlier flowering than that of the wild type. We further confirmed that MdNup54 interacts with MdHSP70, MdMYB11, and MdKNAT4/6. Consistent with these observations, flowering time of MdHSP70-OE Arabidopsis lines was also significantly earlier. Therefore, our findings suggest a possible interaction of MdNup54 with MdHSP70 to mediate its nuclear and cytoplasmic transport and to regulate apple flowering. The results enhance the understanding of the flowering mechanism in apple and propose a novel strategy to study nucleoporins.
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Affiliation(s)
- Chenguang Zhang
- Hebei Key Laboratory of Horticultural Germplasm Excavation and Innovative Utilization, College of Horticulture Technology, Hebei Normal University of Science and Technology, Changli, China
| | - XIaoshuang Zhang
- Hebei Key Laboratory of Horticultural Germplasm Excavation and Innovative Utilization, College of Horticulture Technology, Hebei Normal University of Science and Technology, Changli, China
| | - Bo Cheng
- College of Horticulture, Northwest A&F University, Yangling, China
| | - Junkai Wu
- Hebei Key Laboratory of Horticultural Germplasm Excavation and Innovative Utilization, College of Horticulture Technology, Hebei Normal University of Science and Technology, Changli, China
| | - Libin Zhang
- Hebei Key Laboratory of Horticultural Germplasm Excavation and Innovative Utilization, College of Horticulture Technology, Hebei Normal University of Science and Technology, Changli, China
| | - Xiao Xiao
- Hebei Key Laboratory of Horticultural Germplasm Excavation and Innovative Utilization, College of Horticulture Technology, Hebei Normal University of Science and Technology, Changli, China
| | - Dong Zhang
- College of Horticulture, Northwest A&F University, Yangling, China
| | - Caiping Zhao
- College of Horticulture, Northwest A&F University, Yangling, China
| | - Na An
- College of Horticulture, Northwest A&F University, Yangling, China
| | - Mingyu Han
- College of Horticulture, Northwest A&F University, Yangling, China
| | - Libo Xing
- College of Horticulture, Northwest A&F University, Yangling, China
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Zhang C, An N, Jia P, Zhang W, Liang J, Zhou H, Zhang D, Ma J, Zhao C, Han M, Ren X, Xing L. MdNup62 interactions with MdHSFs involved in flowering and heat-stress tolerance in apple. BMC PLANT BIOLOGY 2022; 22:317. [PMID: 35786201 PMCID: PMC9251929 DOI: 10.1186/s12870-022-03698-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/11/2021] [Accepted: 05/30/2022] [Indexed: 06/15/2023]
Abstract
Because of global warming, the apple flowering period is occurring significantly earlier, increasing the probability and degree of freezing injury. Moreover, extreme hot weather has also seriously affected the development of apple industry. Nuclear pore complexes (NPCs) are main channels controlling nucleocytoplasmic transport, but their roles in regulating plant development and stress responses are still unknown. Here, we analysed the components of the apple NPC and found that MdNup62 interacts with MdNup54, forming the central NPC channel. MdNup62 was localized to the nuclear pore, and its expression was significantly up-regulated in 'Nagafu No. 2' tissue-cultured seedlings subjected to heat treatments. To determine MdNup62's function, we obtained MdNup62-overexpressed (OE) Arabidopsis and tomato lines that showed significantly reduced high-temperature resistance. Additionally, OE-MdNup62 Arabidopsis lines showed significantly earlier flowering compared with wild-type. Furthermore, we identified 62 putative MdNup62-interacting proteins and confirmed MdNup62 interactions with multiple MdHSFs. The OE-MdHSFA1d and OE-MdHSFA9b Arabidopsis lines also showed significantly earlier flowering phenotypes than wild-type, but had enhanced high-temperature resistance levels. Thus, MdNUP62 interacts with multiple MdHSFs during nucleocytoplasmic transport to regulate flowering and heat resistance in apple. The data provide a new theoretical reference for managing the impact of global warming on the apple industry.
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Affiliation(s)
- Chenguang Zhang
- College of Horticulture, Northwest A&F University, 3 Taicheng Road, Yangling, 712100, Shaanxi, China
| | - Na An
- College of Horticulture, Northwest A&F University, 3 Taicheng Road, Yangling, 712100, Shaanxi, China
| | - Peng Jia
- College of Horticulture, Northwest A&F University, 3 Taicheng Road, Yangling, 712100, Shaanxi, China
| | - Wei Zhang
- College of Horticulture, Northwest A&F University, 3 Taicheng Road, Yangling, 712100, Shaanxi, China
| | - Jiayan Liang
- College of Horticulture, Northwest A&F University, 3 Taicheng Road, Yangling, 712100, Shaanxi, China
| | - Hua Zhou
- College of Horticulture, Northwest A&F University, 3 Taicheng Road, Yangling, 712100, Shaanxi, China
| | - Dong Zhang
- College of Horticulture, Northwest A&F University, 3 Taicheng Road, Yangling, 712100, Shaanxi, China
| | - Juanjuan Ma
- College of Horticulture, Northwest A&F University, 3 Taicheng Road, Yangling, 712100, Shaanxi, China
| | - Caiping Zhao
- College of Horticulture, Northwest A&F University, 3 Taicheng Road, Yangling, 712100, Shaanxi, China
| | - Mingyu Han
- College of Horticulture, Northwest A&F University, 3 Taicheng Road, Yangling, 712100, Shaanxi, China
| | - Xiaolin Ren
- College of Horticulture, Northwest A&F University, 3 Taicheng Road, Yangling, 712100, Shaanxi, China
| | - Libo Xing
- College of Horticulture, Northwest A&F University, 3 Taicheng Road, Yangling, 712100, Shaanxi, China.
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11
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Ackah M, Guo L, Li S, Jin X, Asakiya C, Aboagye ET, Yuan F, Wu M, Essoh LG, Adjibolosoo D, Attaribo T, Zhang Q, Qiu C, Lin Q, Zhao W. DNA Methylation Changes and Its Associated Genes in Mulberry ( Morus alba L.) Yu-711 Response to Drought Stress Using MethylRAD Sequencing. PLANTS (BASEL, SWITZERLAND) 2022; 11:plants11020190. [PMID: 35050078 PMCID: PMC8780187 DOI: 10.3390/plants11020190] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/25/2021] [Revised: 12/28/2021] [Accepted: 01/03/2022] [Indexed: 05/31/2023]
Abstract
Drought stress remains one of the most detrimental environmental cues affecting plant growth and survival. In this work, the DNA methylome changes in mulberry leaves under drought stress (EG) and control (CK) and their impact on gene regulation were investigated by MethylRAD sequencing. The results show 138,464 (37.37%) and 56,241 (28.81%) methylation at the CG and CWG sites (W = A or T), respectively, in the mulberry genome between drought stress and control. The distribution of the methylome was prevalent in the intergenic, exonic, intronic and downstream regions of the mulberry plant genome. In addition, we discovered 170 DMGs (129 in CG sites and 41 in CWG sites) and 581 DMS (413 in CG sites and 168 in CWG sites). Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis indicates that phenylpropanoid biosynthesis, spliceosome, amino acid biosynthesis, carbon metabolism, RNA transport, plant hormone, signal transduction pathways, and quorum sensing play a crucial role in mulberry response to drought stress. Furthermore, the qRT-PCR analysis indicates that the selected 23 genes enriched in the KEGG pathways are differentially expressed, and 86.96% of the genes share downregulated methylation and 13.04% share upregulation methylation status, indicating the complex link between DNA methylation and gene regulation. This study serves as fundamentals in discovering the epigenomic status and the pathways that will significantly enhance mulberry breeding for adaptation to a wide range of environments.
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Affiliation(s)
- Michael Ackah
- Jiangsu Key Laboratory of Sericultural Biology and Biotechnology, School of Biotechnology, Jiangsu University of Science and Technology, Zhenjiang 212100, China; (L.G.); (S.L.); (X.J.); (F.Y.); (M.W.); (L.G.E.); (Q.Z.)
| | - Liangliang Guo
- Jiangsu Key Laboratory of Sericultural Biology and Biotechnology, School of Biotechnology, Jiangsu University of Science and Technology, Zhenjiang 212100, China; (L.G.); (S.L.); (X.J.); (F.Y.); (M.W.); (L.G.E.); (Q.Z.)
| | - Shaocong Li
- Jiangsu Key Laboratory of Sericultural Biology and Biotechnology, School of Biotechnology, Jiangsu University of Science and Technology, Zhenjiang 212100, China; (L.G.); (S.L.); (X.J.); (F.Y.); (M.W.); (L.G.E.); (Q.Z.)
| | - Xin Jin
- Jiangsu Key Laboratory of Sericultural Biology and Biotechnology, School of Biotechnology, Jiangsu University of Science and Technology, Zhenjiang 212100, China; (L.G.); (S.L.); (X.J.); (F.Y.); (M.W.); (L.G.E.); (Q.Z.)
| | - Charles Asakiya
- Key Laboratory of Precision Nutrition and Food Quality, Department of Nutrition and Health, China Agricultural University, Beijing 100083, China;
| | - Evans Tawiah Aboagye
- Key Laboratory of Plant Pathology, College of Plant Protection, China Agricultural University, Beijing 100193, China;
| | - Feng Yuan
- Jiangsu Key Laboratory of Sericultural Biology and Biotechnology, School of Biotechnology, Jiangsu University of Science and Technology, Zhenjiang 212100, China; (L.G.); (S.L.); (X.J.); (F.Y.); (M.W.); (L.G.E.); (Q.Z.)
| | - Mengmeng Wu
- Jiangsu Key Laboratory of Sericultural Biology and Biotechnology, School of Biotechnology, Jiangsu University of Science and Technology, Zhenjiang 212100, China; (L.G.); (S.L.); (X.J.); (F.Y.); (M.W.); (L.G.E.); (Q.Z.)
| | - Lionnelle Gyllye Essoh
- Jiangsu Key Laboratory of Sericultural Biology and Biotechnology, School of Biotechnology, Jiangsu University of Science and Technology, Zhenjiang 212100, China; (L.G.); (S.L.); (X.J.); (F.Y.); (M.W.); (L.G.E.); (Q.Z.)
| | - Daniel Adjibolosoo
- Key Laboratory of Cotton Genetics, Genomics and Breeding, College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China;
| | - Thomas Attaribo
- School of Agriculture, C. K. Tedam University of Technology and Applied Sciences, Navrongo UK-0215-5321, Ghana;
| | - Qiaonan Zhang
- Jiangsu Key Laboratory of Sericultural Biology and Biotechnology, School of Biotechnology, Jiangsu University of Science and Technology, Zhenjiang 212100, China; (L.G.); (S.L.); (X.J.); (F.Y.); (M.W.); (L.G.E.); (Q.Z.)
| | - Changyu Qiu
- Sericultural Research Institute, Guangxi Zhuang Autonomous Region, Nanning 530007, China; (C.Q.); (Q.L.)
| | - Qiang Lin
- Sericultural Research Institute, Guangxi Zhuang Autonomous Region, Nanning 530007, China; (C.Q.); (Q.L.)
| | - Weiguo Zhao
- Jiangsu Key Laboratory of Sericultural Biology and Biotechnology, School of Biotechnology, Jiangsu University of Science and Technology, Zhenjiang 212100, China; (L.G.); (S.L.); (X.J.); (F.Y.); (M.W.); (L.G.E.); (Q.Z.)
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Ito N, Sakamoto T, Matsunaga S. Components of the Nuclear Pore Complex are Rising Stars in the Formation of a Subnuclear Platform of Chromatin Organization beyond Their Structural Role as a Nuclear Gate. CYTOLOGIA 2021. [DOI: 10.1508/cytologia.86.183] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
- Nanami Ito
- Department of Applied Biological Science, Faculty of Science and Technology, Tokyo University of Science
| | - Takuya Sakamoto
- Department of Applied Biological Science, Faculty of Science and Technology, Tokyo University of Science
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Evolution and diversification of the nuclear pore complex. Biochem Soc Trans 2021; 49:1601-1619. [PMID: 34282823 PMCID: PMC8421043 DOI: 10.1042/bst20200570] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2021] [Revised: 06/18/2021] [Accepted: 06/21/2021] [Indexed: 12/21/2022]
Abstract
The nuclear pore complex (NPC) is responsible for transport between the cytoplasm and nucleoplasm and one of the more intricate structures of eukaryotic cells. Typically composed of over 300 polypeptides, the NPC shares evolutionary origins with endo-membrane and intraflagellar transport system complexes. The modern NPC was fully established by the time of the last eukaryotic common ancestor and, hence, prior to eukaryote diversification. Despite the complexity, the NPC structure is surprisingly flexible with considerable variation between lineages. Here, we review diversification of the NPC in major taxa in view of recent advances in genomic and structural characterisation of plant, protist and nucleomorph NPCs and discuss the implications for NPC evolution. Furthermore, we highlight these changes in the context of mRNA export and consider how this process may have influenced NPC diversity. We reveal the NPC as a platform for continual evolution and adaptation.
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