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van der Lee SJ, Knol MJ, Chauhan G, Satizabal CL, Smith AV, Hofer E, Bis JC, Hibar DP, Hilal S, van den Akker EB, Arfanakis K, Bernard M, Yanek LR, Amin N, Crivello F, Cheung JW, Harris TB, Saba Y, Lopez OL, Li S, van der Grond J, Yu L, Paus T, Roshchupkin GV, Amouyel P, Jahanshad N, Taylor KD, Yang Q, Mathias RA, Boehringer S, Mazoyer B, Rice K, Cheng CY, Maillard P, van Heemst D, Wong TY, Niessen WJ, Beiser AS, Beekman M, Zhao W, Nyquist PA, Chen C, Launer LJ, Psaty BM, Ikram MK, Vernooij MW, Schmidt H, Pausova Z, Becker DM, De Jager PL, Thompson PM, van Duijn CM, Bennett DA, Slagboom PE, Schmidt R, Longstreth WT, Ikram MA, Seshadri S, Debette S, Gudnason V, Adams HHH, DeCarli C. A genome-wide association study identifies genetic loci associated with specific lobar brain volumes. Commun Biol 2019; 2:285. [PMID: 31396565 PMCID: PMC6677735 DOI: 10.1038/s42003-019-0537-9] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2019] [Accepted: 05/14/2019] [Indexed: 12/26/2022] Open
Abstract
Brain lobar volumes are heritable but genetic studies are limited. We performed genome-wide association studies of frontal, occipital, parietal and temporal lobe volumes in 16,016 individuals, and replicated our findings in 8,789 individuals. We identified six genetic loci associated with specific lobar volumes independent of intracranial volume. Two loci, associated with occipital (6q22.32) and temporal lobe volume (12q14.3), were previously reported to associate with intracranial and hippocampal volume, respectively. We identified four loci previously unknown to affect brain volumes: 3q24 for parietal lobe volume, and 1q22, 4p16.3 and 14q23.1 for occipital lobe volume. The associated variants were located in regions enriched for histone modifications (DAAM1 and THBS3), or close to genes causing Mendelian brain-related diseases (ZIC4 and FGFRL1). No genetic overlap between lobar volumes and neurological or psychiatric diseases was observed. Our findings reveal part of the complex genetics underlying brain development and suggest a role for regulatory regions in determining brain volumes.
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Affiliation(s)
- Sven J. van der Lee
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, 3015CN the Netherlands
| | - Maria J. Knol
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, 3015CN the Netherlands
| | - Ganesh Chauhan
- University of Bordeaux, Bordeaux Population Health Research Center, INSERM UMR 1219, 33000 Bordeaux, France
- Centre for Brain Research, Indian Institute of Science, Bangalore, 560012 India
| | - Claudia L. Satizabal
- The Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX 78229 USA
- Boston University School of Medicine and the Framingham Heart Study, Boston, MA 02118 USA
| | - Albert Vernon Smith
- Icelandic Heart Association, 201 Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, 101 Reykjavik, Iceland
| | - Edith Hofer
- Clinical 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
| | - Joshua C. Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 98101 USA
| | - Derrek P. Hibar
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of the University of Southern California, Los Angeles, CA 90292 USA
| | - Saima Hilal
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, 3015CN the Netherlands
- Department of Pharmacology, National University of Singapore, Singapore, 117600 Singapore
- Memory, Aging and Cognition Center, National University Health System, Singapore, 119228 Singapore
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, 3015CN the Netherlands
| | - Erik B. van den Akker
- Department of Biomedical Data Sciences, Section of Molecular Epidemiology, Leiden University Medical Center, Leiden, 2333ZA the Netherlands
- Pattern Recognition & Bioinformatics, Delft University of Technology, Delft, 2628XE the Netherlands
- Department of Biomedical Data Sciences, Statistical Genetics, Leiden University Medical Center, Leiden, 2333ZA the Netherlands
| | - Konstantinos Arfanakis
- Department of Biomedical Engineering, Illinois Institute of Technology, Chicago, IL 60616 USA
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, IL 60612 USA
| | - Manon Bernard
- The Hospital for Sick Children, University of Toronto, Toronto, M5G 1X8 ON Canada
| | - Lisa R. Yanek
- GeneSTAR Research Program, Department of Medicine, Johns Hopkins School of Medicine, Baltimore, MD 21205 USA
| | - Najaf Amin
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, 3015CN the Netherlands
| | - Fabrice Crivello
- Neurofunctional Imaging Group - Neurodegenerative Diseases Institute, UMR 5293, Team 5 - CEA - CNRS - Bordeaux University, Bordeaux, 33076 France
| | - Josh W. Cheung
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of the University of Southern California, Los Angeles, CA 90292 USA
| | - Tamara B. Harris
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, Intramural Research Program, National Institutes of Health, Bethesda, MD 20892 USA
| | - Yasaman Saba
- Research Unit-Genetic Epidemiology, Gottfried Schatz Research Centre for Cell Signaling, Metabolism and Aging, Molecular Biology and Biochemistry, Medical University of Graz, 8010 Graz, Austria
| | - Oscar L. Lopez
- Department of Neurology, University of Pittsburgh, Pittsburgh, PA 15260 USA
| | - Shuo Li
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA 02118 USA
| | - Jeroen van der Grond
- Department of Radiology, Leiden University Medical Center, Leiden, 2333ZA the Netherlands
| | - Lei Yu
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, IL 60612 USA
| | - Tomas Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto, M4G 1R8 Canada
- Departments of Psychology and Psychiatry, University of Toronto, Toronto, M5S 1A1 Canada
| | - Gennady V. Roshchupkin
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, 3015CN the Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, 3015CN the Netherlands
- Department of Medical Informatics, Erasmus MC University Medical Center, Rotterdam, 3015CN the Netherlands
| | - Philippe Amouyel
- Univ. Lille, Inserm, Centre Hosp. Univ Lille, Institut Pasteur de Lille, LabEx DISTALZ-UMR1167 - RID-AGE - Risk factors and molecular determinants of aging-related, 59000 Lille, France
| | - Neda Jahanshad
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of the University of Southern California, Los Angeles, CA 90292 USA
| | - Kent D. Taylor
- Institute for Translational Genomics and Population Sciences, Department of Pediatrics at LABioMed-Harbor-UCLA Medical Center, Torrance, CA 90502 USA
| | - Qiong Yang
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA 02118 USA
| | - Rasika A. Mathias
- GeneSTAR Research Program, Department of Medicine, Johns Hopkins School of Medicine, Baltimore, MD 21205 USA
| | - Stefan Boehringer
- Department of Biomedical Data Sciences, Statistical Genetics, Leiden University Medical Center, Leiden, 2333ZA the Netherlands
| | - Bernard Mazoyer
- Neurofunctional Imaging Group - Neurodegenerative Diseases Institute, UMR 5293, Team 5 - CEA - CNRS - Bordeaux University, Bordeaux, 33076 France
| | - Ken Rice
- Department of Biostatistics, University of Washington, Seattle, WA 98195 USA
| | - Ching Yu Cheng
- Singapore Eye Research Institute, Singapore National Eye Center, Singapore, 169857 Singapore
| | - Pauline Maillard
- Imaging of Dementia and Aging (IDeA) Laboratory, University of California-Davis, Davis, CA 95817 USA
| | - Diana van Heemst
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, 2333ZA the Netherlands
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Center, Singapore, 169857 Singapore
| | - Wiro J. Niessen
- Department of Medical Informatics, Erasmus MC University Medical Center, Rotterdam, 3015CN the Netherlands
- Faculty of Applied Sciences, Delft University of Technology, Delft, 2629HZ the Netherlands
| | - Alexa S. Beiser
- Boston University School of Medicine and the Framingham Heart Study, Boston, MA 02118 USA
- Department of Biostatistics, School of Public Health, Boston University, Boston, MA 02118 USA
| | - Marian Beekman
- Department of Biomedical Data Sciences, Section of Molecular Epidemiology, Leiden University Medical Center, Leiden, 2333ZA the Netherlands
| | - Wanting Zhao
- Singapore Eye Research Institute, Singapore National Eye Center, Singapore, 169857 Singapore
| | - Paul A. Nyquist
- Department of Neurology, Johns Hopkins School of Medicine, Baltimore, MD 21205 USA
| | - Christopher Chen
- Department of Pharmacology, National University of Singapore, Singapore, 117600 Singapore
- Memory, Aging and Cognition Center, National University Health System, Singapore, 119228 Singapore
| | - Lenore J. Launer
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, Intramural Research Program, National Institutes of Health, Bethesda, MD 20892 USA
| | - Bruce M. Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 98101 USA
- Department of Epidemiology, University of Washington, Seattle, WA 98195 USA
- Department of Health Services, University of Washington, Seattle, WA 98195 USA
- Kaiser Permanente Washington Health Research Institute, Seattle, WA 98101 USA
| | - M. Kamran Ikram
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, 3015CN the Netherlands
- Department of Neurology, Erasmus MC University Medical Center, Rotterdam, 3015CN the Netherlands
| | - Meike W. Vernooij
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, 3015CN the Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, 3015CN the Netherlands
| | - Helena Schmidt
- Research Unit-Genetic Epidemiology, Gottfried Schatz Research Centre for Cell Signaling, Metabolism and Aging, Molecular Biology and Biochemistry, Medical University of Graz, 8010 Graz, Austria
| | - Zdenka Pausova
- The Hospital for Sick Children, University of Toronto, Toronto, M5G 1X8 ON Canada
- Departments of Physiology and Nutritional Sciences, The Hospital for Sick Children, University of Toronto, Toronto, M5G 1X8 Canada
| | - Diane M. Becker
- GeneSTAR Research Program, Department of Medicine, Johns Hopkins School of Medicine, Baltimore, MD 21205 USA
| | - Philip L. De Jager
- Center for Translational and Computational Neuroimmunology, Columbia University Medical Center, New York, NY 10032 USA
- Program in Medical and Population Genetics, Broad Institute, Cambridge, MA 02142 USA
| | - Paul M. Thompson
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine of the University of Southern California, Los Angeles, CA 90292 USA
| | - Cornelia M. van Duijn
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, 3015CN the Netherlands
| | - David A. Bennett
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, IL 60612 USA
| | - P. Eline Slagboom
- Department of Biomedical Data Sciences, Section of Molecular Epidemiology, Leiden University Medical Center, Leiden, 2333ZA the Netherlands
| | - Reinhold Schmidt
- Clinical Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Graz, 8036 Austria
| | - W. T. Longstreth
- Department of Epidemiology, University of Washington, Seattle, WA 98195 USA
- Department of Neurology, University of Washington, Seattle, WA 98195 USA
| | - M. Arfan Ikram
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, 3015CN the Netherlands
| | - Sudha Seshadri
- The Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX 78229 USA
- Boston University School of Medicine and the Framingham Heart Study, Boston, MA 02118 USA
| | - Stéphanie Debette
- University of Bordeaux, Bordeaux Population Health Research Center, INSERM UMR 1219, 33000 Bordeaux, France
- Department of Neurology, University Hospital of Bordeaux, Bordeaux, 33000 France
| | - Vilmundur Gudnason
- Icelandic Heart Association, 201 Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, 101 Reykjavik, Iceland
| | - Hieab H. H. Adams
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, 3015CN the Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, 3015CN the Netherlands
- Department of Clinical Genetics, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Charles DeCarli
- Department of Neurology and Center for Neuroscience, University of California at Davis, Davis, CA 95817 USA
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