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PMID |
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TITLE |
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Genome-wide analyses of individual differences in quantitatively assessed reading- and language-related skills in up to 34,000 people. |
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ABSTRACT |
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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, = 1.098 × 10 ) 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. |
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DATE PUBLISHED |
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HISTORY |
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PUBSTATUS |
PUBSTATUSDATE |
entrez |
2022/08/23 14:03 |
pubmed |
2022/08/24 06:00 |
medline |
2022/08/26 06:00 |
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AUTHORS |
|
NAME |
COLLECTIVENAME |
LASTNAME |
FORENAME |
INITIALS |
AFFILIATION |
AFFILIATIONINFO |
Eising E |
|
Eising |
Else |
E |
|
Language and Genetics Department, Max Planck Institute for Psycholinguistics, 6525 XD Nijmegen, the Netherlands. |
Mirza-Schreiber N |
|
Mirza-Schreiber |
Nazanin |
N |
|
Institute of Neurogenomics, Helmholtz Zentrum Munich, 85764 Munich, Germany. |
de Zeeuw EL |
|
de Zeeuw |
Eveline L |
EL |
|
Department of Biological Psychology, Vrije Universiteit Amsterdam, 1081 BT Amsterdam, the Netherlands. |
Wang CA |
|
Wang |
Carol A |
CA |
|
Mothers and Babies Research Program, Hunter Medical Research Institute, Newcastle, NSW 2305, Australia. |
Truong DT |
|
Truong |
Dongnhu T |
DT |
|
Department of Pediatrics and Genetics, Yale Medical School, New Haven, CT 06510. |
Allegrini AG |
|
Allegrini |
Andrea G |
AG |
|
Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London SE5 8AF, United Kingdom. |
Shapland CY |
|
Shapland |
Chin Yang |
CY |
|
Population Health Sciences, University of Bristol, Bristol BS8 2PS, United Kingdom. |
Zhu G |
|
Zhu |
Gu |
G |
|
Genetic Epidemiology Laboratory, QIMR Berghofer Medical Research Institute, Brisbane, QLD 4006, Australia. |
Wigg KG |
|
Wigg |
Karen G |
KG |
|
Division of Experimental and Translational Neuroscience, Krembil Research Institute, University Health Network, Toronto, ON M5T 0S8, Canada. |
Gerritse ML |
|
Gerritse |
Margot L |
ML |
|
Language and Genetics Department, Max Planck Institute for Psycholinguistics, 6525 XD Nijmegen, the Netherlands. |
Molz B |
|
Molz |
Barbara |
B |
|
Language and Genetics Department, Max Planck Institute for Psycholinguistics, 6525 XD Nijmegen, the Netherlands. |
Alagöz G |
|
Alagöz |
Gökberk |
G |
|
Language and Genetics Department, Max Planck Institute for Psycholinguistics, 6525 XD Nijmegen, the Netherlands. |
Gialluisi A |
|
Gialluisi |
Alessandro |
A |
|
Department of Medicine and Surgery, University of Insubria, 21100 Varese, Italy. |
Abbondanza F |
|
Abbondanza |
Filippo |
F |
|
School of Medicine, University of St Andrews, KY16 9TF, St. Andrews, Scotland. |
Rimfeld K |
|
Rimfeld |
Kaili |
K |
|
Department of Psychology, Royal Holloway, University of London, Egham TW20 0EY, United Kingdom. |
van Donkelaar M |
|
van Donkelaar |
Marjolein |
M |
|
Language and Genetics Department, Max Planck Institute for Psycholinguistics, 6525 XD Nijmegen, the Netherlands. |
Liao Z |
|
Liao |
Zhijie |
Z |
|
Department of Psychology, University of Toronto, Toronto, ON M5S 3G3,Canada. |
Jansen PR |
|
Jansen |
Philip R |
PR |
|
Department of Human Genetics, VU Medical Center, Amsterdam University Medical Center, 1081 BT Amsterdam, the Netherlands. |
Andlauer TFM |
|
Andlauer |
Till F M |
TFM |
|
Department of Neurology, Klinikum rechts der Isar, School of Medicine, Technical University of Munich, 81675 Munich, Germany. |
Bates TC |
|
Bates |
Timothy C |
TC |
|
Department of Psychology, University of Edinburgh, Edinburgh EH8 9JZ, United Kingdom. |
Bernard M |
|
Bernard |
Manon |
M |
|
Department of Physiology and Nutritional Sciences, University of Toronto, Toronto, ON M5S 1A1, Canada. |
Blokland K |
|
Blokland |
Kirsten |
K |
|
Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, M5G 1X8 ON, Canada. |
Bonte M |
|
Bonte |
Milene |
M |
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Department of Cognitive Neuroscience and Maastricht Brain Imaging Center, Faculty of Psychology and Neuroscience, Maastricht University, 6229 ER Maastricht, the Netherlands. |
Børglum AD |
|
Børglum |
Anders D |
AD |
|
Center for Genomics and Personalized Medicine (CGPM), 8000 Aarhus, Denmark. |
Bourgeron T |
|
Bourgeron |
Thomas |
T |
|
Human Genetics and Cognitive Functions, Institut Pasteur, UMR3571 Centre national de la recherche scientifique (CNRS), Université Paris Cité, Paris, 75015, France. |
Brandeis D |
|
Brandeis |
Daniel |
D |
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Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, 68159 Mannheim, Germany. |
Ceroni F |
|
Ceroni |
Fabiola |
F |
|
Faculty of Health and Life Sciences, Oxford Brookes University, Oxford OX3 0BP, United Kingdom. |
Csépe V |
|
Csépe |
Valéria |
V |
|
Multilingualism Doctoral School, Faculty of Modern Philology and Social Sciences, University of Pannonia, Veszprém, 8200 Hungary. |
Dale PS |
|
Dale |
Philip S |
PS |
|
Department of Speech & Hearing Sciences, University of New Mexico, Albuquerque, NM 87131. |
de Jong PF |
|
de Jong |
Peter F |
PF |
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Department of Child Development and Education, University of Amsterdam, 1012 WX Amsterdam, the Netherlands. |
DeFries JC |
|
DeFries |
John C |
JC |
|
Department of Psychology and Neuroscience, University of Colorado, Boulder, CO 80309-0447. |
Démonet JF |
|
Démonet |
Jean-François |
JF |
|
Leenaards Memory Centre, Department of Clinical Neurosciences, Lausanne University Hospital (CHUV), University of Lausanne, CH-1011 Lausanne, Switzerland. |
Demontis D |
|
Demontis |
Ditte |
D |
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The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, 8210 Aarhus, Denmark. |
Feng Y |
|
Feng |
Yu |
Y |
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Division of Experimental and Translational Neuroscience, Krembil Research Institute, University Health Network, Toronto, ON M5T 0S8, Canada. |
Gordon SD |
|
Gordon |
Scott D |
SD |
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Genetic Epidemiology Laboratory, QIMR Berghofer Medical Research Institute, Brisbane, QLD 4006, Australia. |
Guger SL |
|
Guger |
Sharon L |
SL |
|
Department of Psychology, Hospital for Sick Children, Toronto, ON M5G 1X8, Canada. |
Hayiou-Thomas ME |
|
Hayiou-Thomas |
Marianna E |
ME |
|
Department of Psychology, University of York, York YO10 5DD, United Kingdom. |
Hernández-Cabrera JA |
|
Hernández-Cabrera |
Juan A |
JA |
|
Departamento de Psicología, Clínica Psicobiología y Metodología, 38200, La Laguna, Santa Cruz de Tenerife, Spain. |
Hottenga JJ |
|
Hottenga |
Jouke-Jan |
JJ |
|
Department of Biological Psychology, Vrije Universiteit Amsterdam, 1081 BT Amsterdam, the Netherlands. |
Hulme C |
|
Hulme |
Charles |
C |
|
Department of Education, University of Oxford, Oxford, Oxfordshire OX2 6PY, United Kingdom. |
Kere J |
|
Kere |
Juha |
J |
|
Stem Cells and Metabolism Research Program, University of Helsinki and Folkhälsan Research Center, 00014 Helsinki, Finland. |
Kerr EN |
|
Kerr |
Elizabeth N |
EN |
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Department of Paediatrics, University of Toronto, Toronto, ON M5G 1X8, Canada. |
Koomar T |
|
Koomar |
Tanner |
T |
|
Department of Psychiatry, University of Iowa, Iowa City, IA 52242. |
Landerl K |
|
Landerl |
Karin |
K |
|
BioTechMed-Graz, 8010 Graz, Austria. |
Leonard GT |
|
Leonard |
Gabriel T |
GT |
|
Cognitive Neuroscience Neurology and Neurosurgery, McGill University, Montreal, QC H3A 1G1, Canada. |
Lovett MW |
|
Lovett |
Maureen W |
MW |
|
Department of Paediatrics, University of Toronto, Toronto, ON M5G 1X8, Canada. |
Lyytinen H |
|
Lyytinen |
Heikki |
H |
|
Department of Psychology, University of Jyväskylä, 40014 Jyväskylä, Finland. |
Martin NG |
|
Martin |
Nicholas G |
NG |
|
Genetic Epidemiology Laboratory, QIMR Berghofer Medical Research Institute, Brisbane, QLD 4006, Australia. |
Martinelli A |
|
Martinelli |
Angela |
A |
|
School of Medicine, University of St Andrews, KY16 9TF, St. Andrews, Scotland. |
Maurer U |
|
Maurer |
Urs |
U |
|
Department of Psychology, The Chinese University of Hong Kong, Hong Kong, China. |
Michaelson JJ |
|
Michaelson |
Jacob J |
JJ |
|
Department of Psychiatry, University of Iowa, Iowa City, IA 52242. |
Moll K |
|
Moll |
Kristina |
K |
|
Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwig-Maximilians-University Hospital Munich, Munich, 80336 Germany. |
Monaco AP |
|
Monaco |
Anthony P |
AP |
|
Office of the President, Tufts University, Medford, MA 02155. |
Morgan AT |
|
Morgan |
Angela T |
AT |
|
Speech Pathology Department, Royal Children's Hospital, Melbourne, VIC 3052, Australia. |
Nöthen MM |
|
Nöthen |
Markus M |
MM |
|
Institute of Human Genetics, University Hospital of Bonn, 53127 Bonn, Germany. |
Pausova Z |
|
Pausova |
Zdenka |
Z |
|
Hospital for Sick Children, Toronto, ON M5G 1X8, Canada. |
Pennell CE |
|
Pennell |
Craig E |
CE |
|
Maternity and Gynaecology, John Hunter Hospital, Newcastle, NSW 2305, Australia. |
Pennington BF |
|
Pennington |
Bruce F |
BF |
|
Department of Psychology, University of Denver, Denver, CO 80210. |
Price KM |
|
Price |
Kaitlyn M |
KM |
|
Department of Physiology, University of Toronto, Toronto, ON M5S 1A8, Canada. |
Rajagopal VM |
|
Rajagopal |
Veera M |
VM |
|
The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, 8210 Aarhus, Denmark. |
Ramus F |
|
Ramus |
Franck |
F |
|
Laboratoire de Sciences Cognitives et Psycholinguistique, Ecole Normale Supérieure, Paris Sciences & Lettres University, École des Hautes Études en Sciences Sociales (EHESS), Centre National de la Recherche Scientifique (CNRS), Paris, 75005 France. |
Richer L |
|
Richer |
Louis |
L |
|
Department of Health Sciences, Université du Québec à Chicoutimi, Chicoutimi, QC G7H 2B1, Canada. |
Simpson NH |
|
Simpson |
Nuala H |
NH |
|
Department of Experimental Psychology, University of Oxford, Oxford OX2 6GG, United Kingdom. |
Smith SD |
|
Smith |
Shelley D |
SD |
|
Department of Neurological Sciences, College of Medicine, University of Nebraska Medical Center, Omaha, NE 68198. |
Snowling MJ |
|
Snowling |
Margaret J |
MJ |
|
St. John's College, University of Oxford, Oxford OX1 3JP, United Kingdom. |
Stein J |
|
Stein |
John |
J |
|
Department of Physiology, Anatomy and Genetics, Oxford University, Oxford OX1 3PT, United Kingdom. |
Strug LJ |
|
Strug |
Lisa J |
LJ |
|
Program in Genetics and Genome Biology and the Centre for Applied Genomics, Hospital for Sick Children, Toronto, ON M5G 1X8, Canada. |
Talcott JB |
|
Talcott |
Joel B |
JB |
|
Institute for Health and Neurodevelopment, Aston University, Birmingham B4 7ET, United Kingdom. |
Tiemeier H |
|
Tiemeier |
Henning |
H |
|
T. H. Chan School of Public Health, Harvard, Boston, MA 02115. |
van der Schroeff MP |
|
van der Schroeff |
Marc P |
MP |
|
Generation R Study Group, Erasmus University Medical Center, 3015 GD Rotterdam, the Netherlands. |
Verhoef E |
|
Verhoef |
Ellen |
E |
|
Language and Genetics Department, Max Planck Institute for Psycholinguistics, 6525 XD Nijmegen, the Netherlands. |
Watkins KE |
|
Watkins |
Kate E |
KE |
|
Department of Experimental Psychology, University of Oxford, Oxford OX2 6GG, United Kingdom. |
Wilkinson M |
|
Wilkinson |
Margaret |
M |
|
Program in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, M5G 1X8 ON, Canada. |
Wright MJ |
|
Wright |
Margaret J |
MJ |
|
Queensland Brain Institute, University of Queensland, Brisbane, QLD 4072, Australia. |
Barr CL |
|
Barr |
Cathy L |
CL |
|
Department of Physiology, University of Toronto, Toronto, ON M5S 1A8, Canada. |
Boomsma DI |
|
Boomsma |
Dorret I |
DI |
|
Amsterdam Reproduction and Development Research Institute, Amsterdam University Medical Center, 1105 AZ Amsterdam, the Netherlands. |
Carreiras M |
|
Carreiras |
Manuel |
M |
|
Lengua Vasca y Comunicación, University of the Basque Country, 48940 Bilbao, Vizcaya, Spain. |
Franken MJ |
|
Franken |
Marie-Christine J |
MJ |
|
Department of Otolaryngology, Head and Neck Surgery, Erasmus University Medical Center, 3015 GD Rotterdam, the Netherlands. |
Gruen JR |
|
Gruen |
Jeffrey R |
JR |
|
Department of Pediatrics and Genetics, Yale Medical School, New Haven, CT 06510. |
Luciano M |
|
Luciano |
Michelle |
M |
|
Department of Psychology, University of Edinburgh, Edinburgh EH8 9JZ, United Kingdom. |
Müller-Myhsok B |
|
Müller-Myhsok |
Bertram |
B |
|
Department of Health Science, University of Liverpool, Liverpool L69 7ZX, United Kingdom. |
Newbury DF |
|
Newbury |
Dianne F |
DF |
|
Faculty of Health and Life Sciences, Oxford Brookes University, Oxford OX3 0BP, United Kingdom. |
Olson RK |
|
Olson |
Richard K |
RK |
|
Institute for Behavioral Genetics, University of Colorado, Boulder, CO 80309-0447. |
Paracchini S |
|
Paracchini |
Silvia |
S |
|
School of Medicine, University of St Andrews, KY16 9TF, St. Andrews, Scotland. |
Paus T |
|
Paus |
Tomáš |
T |
|
Department of Psychiatry and Neuroscience and Centre Hospitalier Universitaire Sainte Justine, University of Montreal, Montreal, QC H3T 1J4, Canada. |
Plomin R |
|
Plomin |
Robert |
R |
|
Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London SE5 8AF, United Kingdom. |
Reilly S |
|
Reilly |
Sheena |
S |
|
Menzies Health Institute Queensland, Griffith University, Gold Coast, QLD 4222, Australia. |
Schulte-Körne G |
|
Schulte-Körne |
Gerd |
G |
|
Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, Ludwig-Maximilians-University Hospital Munich, Munich, 80336 Germany. |
Tomblin JB |
|
Tomblin |
J Bruce |
JB |
|
Communication Sciences and Disorders, University of Iowa, Iowa City, IA 52242. |
van Bergen E |
|
van Bergen |
Elsje |
E |
|
Research Institute LEARN!, Vrije Universiteit Amsterdam, 1081 BT Amsterdam, the Netherlands. |
Whitehouse AJO |
|
Whitehouse |
Andrew J O |
AJO |
|
Telethon Kids Institute, The University of Western Australia, Perth, WA 6009, Australia. |
Willcutt EG |
|
Willcutt |
Erik G |
EG |
|
Department of Psychology and Neuroscience, University of Colorado, Boulder, CO 80309-0447. |
St Pourcain B |
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St Pourcain |
Beate |
B |
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Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 EN Nijmegen, the Netherlands. |
Francks C |
|
Francks |
Clyde |
C |
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Department of Human Genetics, Radboud University Medical Center, 6525 GA Nijmegen, the Netherlands. |
Fisher SE |
|
Fisher |
Simon E |
SE |
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Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 EN Nijmegen, the Netherlands. |
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INVESTIGATORS |
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JOURNAL |
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VOLUME: 119 |
ISSUE: 35 |
TITLE: Proceedings of the National Academy of Sciences of the United States of America |
ISOABBREVIATION: Proc Natl Acad Sci U S A |
YEAR: 2022 |
MONTH: Aug |
DAY: 30 |
MEDLINEDATE: |
SEASON: |
CITEDMEDIUM: Internet |
ISSN: 1091-6490 |
ISSNTYPE: Electronic |
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MEDLINE JOURNAL |
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MEDLINETA: Proc Natl Acad Sci U S A |
COUNTRY: United States |
ISSNLINKING: 0027-8424 |
NLMUNIQUEID: 7505876 |
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PUBLICATION TYPE |
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PUBLICATIONTYPE TEXT |
Journal Article |
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COMMENTS AND CORRECTIONS |
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GRANTS |
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GRANTID |
AGENCY |
COUNTRY |
U01 DA051039 |
NIDA NIH HHS |
United States |
R01 DC014489 |
NIDCD NIH HHS |
United States |
1105008 |
Department of Health | National Health and Medical Research Council (NHMRC) |
|
U01 DA051038 |
NIDA NIH HHS |
United States |
RC2 MH089924 |
NIMH NIH HHS |
United States |
U01 DA051037 |
NIDA NIH HHS |
United States |
U01 DA051016 |
NIDA NIH HHS |
United States |
U01 MH109514 |
NIMH NIH HHS |
United States |
U01 DA041106 |
NIDA NIH HHS |
United States |
U01 DA041148 |
NIDA NIH HHS |
United States |
|
Wellcome Trust |
United Kingdom |
016.VICI.170.200 |
ZonMw (Netherlands Organisation for Health Research and Development) |
|
RC2 MH089983 |
NIMH NIH HHS |
United States |
R01DC016977 |
HHS | National Institutes of Health (NIH) |
|
P50 HD 27802 |
HHS | NIH | Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD) |
|
U24 DA041147 |
NIDA NIH HHS |
United States |
ANR-06-NEURO-019-01 |
Agence Nationale de la Recherche (ANR) |
|
P50 HD027802 |
NICHD NIH HHS |
United States |
U01 DA041120 |
NIDA NIH HHS |
United States |
1173896 |
Department of Health | National Health and Medical Research Council (NHMRC) |
|
1195955 |
Department of Health | National Health and Medical Research Council (NHMRC) |
|
RC2 MH089995 |
NIMH NIH HHS |
United States |
U01 DA051018 |
NIDA NIH HHS |
United States |
K99 HD094902 |
NICHD NIH HHS |
United States |
U01 DA041093 |
NIDA NIH HHS |
United States |
R01 DC016977 |
NIDCD NIH HHS |
United States |
1U01MH109514-01 |
HHS | NIH | National Institute of Mental Health (NIMH) |
|
EP-C-15-001 |
EPA |
United States |
U24 DA041123 |
NIDA NIH HHS |
United States |
UF150663; RGF\EA\180141 |
Royal Society (The Royal Society) |
|
514787 |
Simons Foundation Autism Research Initiative (SFARI) |
|
PAH/6635 |
Koninklijke Nederlandse Akademie van Wetenschappen (KNAW) |
|
U01 DA041134 |
NIDA NIH HHS |
United States |
U01 DA041022 |
NIDA NIH HHS |
United States |
R01 AG046938 |
NIA NIH HHS |
United States |
R01 MH058799 |
NIMH NIH HHS |
United States |
U01 DA041156 |
NIDA NIH HHS |
United States |
U01 DA050987 |
NIDA NIH HHS |
United States |
U01 DA041025 |
NIDA NIH HHS |
United States |
LSHM-CT-2005-018696 |
European Commission (EC) |
|
U01 DA050989 |
NIDA NIH HHS |
United States |
R01 NS043530 |
NINDS NIH HHS |
United States |
U01 DA050988 |
NIDA NIH HHS |
United States |
U24 MH068457 |
NIMH NIH HHS |
United States |
U01 DA041089 |
NIDA NIH HHS |
United States |
Rubicon 446-12-005 and VENI 451-15-017 |
Nederlandse Organisatie voor Wetenschappelijk Onderzoek (NWO) |
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R102-A9118 |
Lundbeckfonden (Lundbeck Foundation) |
|
U01 DA041117 |
NIDA NIH HHS |
United States |
U01 DA041028 |
NIDA NIH HHS |
United States |
U01 DA041048 |
NIDA NIH HHS |
United States |
U01 DA041174 |
NIDA NIH HHS |
United States |
WT082032MA |
Wellcome Trust (WT) |
|
RC2 DA029475 |
NIDA NIH HHS |
United States |
|
GENERAL NOTE |
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KEYWORDS |
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KEYWORD |
genome-wide association study |
language |
meta-analysis |
reading |
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MESH HEADINGS |
|
DESCRIPTORNAME |
QUALIFIERNAME |
Adolescent |
|
Adult |
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Child |
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Child, Preschool |
|
Genetic Loci |
|
Genome-Wide Association Study |
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Humans |
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Individuality |
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Language |
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Polymorphism, Single Nucleotide |
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Reading |
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Speech |
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Young Adult |
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SUPPLEMENTARY MESH |
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GENE SYMBOLS |
|
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CHEMICALS |
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OTHER ID's |
|
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