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Genome-wide analyses of individual differences in quantitatively assessed reading- and language-related skills in up to 34,000 people

  • Else Eising
  • , Nazanin Mirza-Schreiber
  • , Eveline L. de Zeeuw
  • , Carol A. Wang
  • , Dongnhu T. Truong
  • , Andrea G. Allegrini
  • , Chin Yang Shapland
  • , Gu Zhu
  • , Karen G. Wigg
  • , Margot L. Gerritse
  • , Barbara Molz
  • , Gokberk Alagoz
  • , Alessandro Gialluisi
  • , Filippo Abbondanza
  • , Kaili Rimfeld
  • , Marjolein van Donkelaar
  • , Zhijie Liao
  • , Philip R. Jansen
  • , Till F.M. Andlauer
  • , Timothy C. Bates
  • Manon Bernard, Kirsten Blokland, Milene Bonte, Anders D. Børglum, Thomas Bourgeron, Daniel Brandeis, Fabiola Ceroni, Valeria Csepe, Philip S. Dale, Peter F. de Jong, John C. DeFries, Jean François Demonet, Ditte Demontis, Yu Feng, Scott D. Gordon, Sharon L. Guger, Marianna E. Hayiou-Thomas, Juan A. Hernandez-Cabrera, Jouke Jan Hottenga, Charles Hulme, Juha Kere, Elizabeth N. Kerr, Tanner Koomar, Karin Landerl, Gabriel T. Leonard, Maureen W. Lovett, Heikki Lyytinen, Nicholas G. Martin, Angela Martinelli, Urs Maurer, Jacob J. Michaelson, Kristina Moll, Anthony P. Monaco, Angela T. Morgan, Markus M. Nothen, Zdenka Pausova, Craig E. Pennell, Bruce F. Pennington, Kaitlyn M. Price, Veera M. Rajagopal, Franck Ramus, Louis Richer, Nuala H. Simpson, Shelley D. Smith, Margaret J. Snowling, John Stein, Lisa J. Strug, Joel B. Talcott, Henning Tiemeier, Marc P. van der Schroeff, Ellen Verhoef, Kate E. Watkins, Margaret Wilkinson, Margaret J. Wright, Cathy L. Barr, Dorret I. Boomsma, Manuel Carreiras, Marie Christine J. Franken, Jeffrey R. Gruen, Michelle Luciano, Bertram Muller-Myhsok, Dianne F. Newbury, Richard K. Olson, Silvia Paracchini, Tomas Paus, Robert Plomin, Sheena Reilly, Gerd Schulte-Korne, J. Bruce Tomblin, Elsje van Bergen, Andrew J.O. Whitehouse, Erik G. Willcutt, Beate St Pourcain, Clyde Francks, Simon E. Fisher*
*Corresponding author for this work
  • Language and Genetics Department
  • Max Planck Institute for Psycholinguistics
  • Institute of Neurogenomics
  • Helmholtz Zentrum München - German Research Center for Environmental Health
  • Department of Biological Psychology
  • Vrije Universiteit Amsterdam
  • University of Newcastle
  • Hunter Medical Research Institute, Australia
  • Department of Pediatrics and Genetics
  • Yale University
  • Institute of Psychiatry
  • King's College London
  • University of Bristol
  • Genetic Epidemiology
  • Queensland Institute of Medical Research
  • Division of Experimental and Translational Neuroscience
  • Krembil Research Institute
  • Department of Translational Research in Psychiatry
  • Max Planck Institute of Psychiatry
  • Department of Epidemiology and Prevention
  • IRCCS Istituto Neurologico Mediterraneo Neuromed - Pozzilli (IS)
  • EPIMED Research Center
  • University of Insubria
  • University of St Andrews
  • Department of Psychology
  • Royal Holloway University of London
  • Department of Psychology
  • University of Toronto
  • Department of Child and Adolescent Psychiatry/Psychology
  • Erasmus University Rotterdam
  • Department of Complex Trait Genetics
  • Department of Human Genetics
  • VU University Medical Center
  • Department of Neurology
  • Technical University of Munich
  • Department of Psychology
  • University of Edinburgh
  • Departments of Physiology and Nutritional Sciences
  • Program in Neuroscience and Mental Health
  • Department of Cognitive Neuroscience
  • Maastricht University
  • Department of Biomedicine
  • Aarhus University
  • i PSYCH
  • Center for Genome Analysis and Personalized Medicine
  • Institut Pasteur Paris
  • Department of Child and Adolescent Psychiatry and Psychotherapy
  • University of Zurich
  • Department of Child and Adolescent Psychiatry and Psychotherapy
  • Heidelberg University 
  • Department of Pharmacy and Biotechnology
  • University of Bologna
  • Faculty of Health and Life Sciences
  • Oxford Brookes University
  • Research Centre for Natural Sciences
  • Multilingualism Doctoral School
  • University of Pannonia
  • Department of Speech & Hearing Sciences
  • University of New Mexico
  • Department of Child Development and Education
  • University of Amsterdam
  • University of Colorado Boulder
  • Department of Psychology and Neuroscience
  • Leenaards Memory Centre
  • University of Lausanne
  • Department of Psychology
  • Department of Psychology
  • University of York
  • Departamento de Psicología
  • Clínica Psicobiología y Metodología
  • Department of Education
  • University of Oxford
  • Department of Biosciences and Nutrition
  • Karolinska Institutet
  • Stem Cells and Metabolism Research Program
  • University of Helsinki
  • Department of Neurology
  • Department of Pediatrics
  • University of Iowa
  • University of Graz
  • BioTechMed-Graz
  • Cognitive Neuroscience Neurology and Neurosurgery
  • McGill University
  • Department of Psychology
  • University of Jyväskylä
  • Department of Psychology
  • Chinese University of Hong Kong
  • Department of Child and Adolescent Psychiatry
  • Ludwig Maximilian University of Munich
  • Office of the President
  • Tufts University
  • Speech and Language
  • Murdoch Children's Research Institute
  • Department of Audiology and Speech Pathology
  • Speech Pathology Department
  • Royal Children's Hospital Melbourne
  • Institute of Human Genetics
  • University of Bonn
  • Maternity and Gynaecology
  • Hunter New England Health
  • Department of Psychology
  • University of Denver
  • École normale supérieure
  • Department of Health Sciences
  • Université du Québec à Chicoutimi
  • Department of Neurological Sciences
  • University of Nebraska Medical Center
  • Department of Statistical Sciences and Computer Science
  • Program in Genetics and Genome Biology
  • Institute for Health and Neurodevelopment
  • Aston University
  • Harvard University
  • Department of Otolaryngology
  • The Generation R Study Group
  • University of Queensland
  • Netherlands Twin Register
  • Amsterdam UMC
  • BCBL – Basque Center on Cognition, Brain and Language
  • Ikerbasque Basque Foundation for Science
  • Lengua Vasca y Comunicación
  • University of the Basque Country
  • Department of Health Data Science
  • University of Liverpool
  • Department of Psychiatry and Neuroscience
  • University of Montreal
  • Menzies Health Institute Queensland
  • Communication Sciences and Disorders
  • Research Institute LEARN!
  • Telethon Kids Institute
  • Radboud University Nijmegen
  • Department of Human Genetics

Research output: Contribution to journal › Article › peer-review

Abstract

The use of spoken and written language is a fundamental human capacity. Individual differences in reading- and language-related skills are influenced by genetic variation, with twin-based heritability estimates of 30 to 80% depending on the trait. The genetic architecture is complex, heterogeneous, and multifactorial, but investigations of contributions of single-nucleotide polymorphisms (SNPs) were thus far underpowered. We present a multicohort genome-wide association study (GWAS) of five traits assessed individually using psychometric measures (word reading, nonword reading, spelling, phoneme awareness, and nonword repetition) in samples of 13,633 to 33,959 participants aged 5 to 26 y. We identified genome-wide significant association with word reading (rs11208009, P = 1.098 × 1028) at a locus that has not been associated with intelligence or educational attainment. All five reading-/language-related traits showed robust SNP heritability, accounting for 13 to 26% of trait variability. Genomic structural equation modeling revealed a shared genetic factor explaining most of the variation in word/nonword reading, spelling, and phoneme awareness, which only partially overlapped with genetic variation contributing to nonword repetition, intelligence, and educational attainment. A multivariate GWAS of word/nonword reading, spelling, and phoneme awareness maximized power for follow-up investigation. Genetic correlation analysis with neuroimaging traits identified an association with the surface area of the banks of the left superior temporal sulcus, a brain region linked to the processing of spoken and written language. Heritability was enriched for genomic elements regulating gene expression in the fetal brain and in chromosomal regions that are depleted of Neanderthal variants. Together, these results provide avenues for deciphering the biological underpinnings of uniquely human traits.

Original languageEnglish
Article numbere2202764119
JournalProceedings of the National Academy of Sciences of the United States of America
Volume119
Issue number35
DOIs
Publication statusPublished - 30 Aug 2022
Externally publishedYes

Keywords

  • genome-wide association study
  • language
  • meta-analysis
  • reading

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