Literature DB >> 30215680

A Polygenic Score for Higher Educational Attainment is Associated with Larger Brains.

Maxwell L Elliott1, Daniel W Belsky2,3, Kevin Anderson4, David L Corcoran5, Tian Ge6,7,8, Annchen Knodt1, Joseph A Prinz5, Karen Sugden3,5, Benjamin Williams3,5, David Ireland9, Richie Poulton9, Avshalom Caspi1,5,10,11, Avram Holmes4, Terrie Moffitt1,5,10,11, Ahmad R Hariri1.   

Abstract

People who score higher on intelligence tests tend to have larger brains. Twin studies suggest the same genetic factors influence both brain size and intelligence. This has led to the hypothesis that genetics influence intelligence partly by contributing to the development of larger brains. We tested this hypothesis using four large imaging genetics studies (combined N = 7965) with polygenic scores derived from a genome-wide association study (GWAS) of educational attainment, a correlate of intelligence. We conducted meta-analysis to test associations among participants' genetics, total brain volume (i.e., brain size), and cognitive test performance. Consistent with previous findings, participants with higher polygenic scores achieved higher scores on cognitive tests, as did participants with larger brains. Participants with higher polygenic scores also had larger brains. We found some evidence that brain size partly mediated associations between participants' education polygenic scores and their cognitive test performance. Effect sizes were larger in the population-based samples than in the convenience-based samples. Recruitment and retention of population-representative samples should be a priority for neuroscience research. Findings suggest promise for studies integrating GWAS discoveries with brain imaging to understand neurobiology linking genetics with cognitive performance.
© The Author(s) 2018. Published by Oxford University Press. All rights reserved. For Permissions, please e-mail: journals.permissions@oup.com.

Entities:  

Keywords:  MRI; brain volume; intelligence; polygenic scores

Mesh:

Year:  2019        PMID: 30215680      PMCID: PMC6645179          DOI: 10.1093/cercor/bhy219

Source DB:  PubMed          Journal:  Cereb Cortex        ISSN: 1047-3211            Impact factor:   5.357


  44 in total

1.  The association between brain volume and intelligence is of genetic origin.

Authors:  Daniëlle Posthuma; Eco J C De Geus; Wim F C Baaré; H E Hulshoff Pol; René S Kahn; Dorret I Boomsma
Journal:  Nat Neurosci       Date:  2002-02       Impact factor: 24.884

2.  Accurate, robust, and automated longitudinal and cross-sectional brain change analysis.

Authors:  Stephen M Smith; Yongyue Zhang; Mark Jenkinson; Jacqueline Chen; P M Matthews; Antonio Federico; Nicola De Stefano
Journal:  Neuroimage       Date:  2002-09       Impact factor: 6.556

3.  Genetic correlations between brain volumes and the WAIS-III dimensions of verbal comprehension, working memory, perceptual organization, and processing speed.

Authors:  Daniëlle Posthuma; Wim F C Baaré; Hilleke E Hulshoff Pol; René S Kahn; Dorret I Boomsma; Eco J C De Geus
Journal:  Twin Res       Date:  2003-04

4.  Structural brain variation and general intelligence.

Authors:  Richard J Haier; Rex E Jung; Ronald A Yeo; Kevin Head; Michael T Alkire
Journal:  Neuroimage       Date:  2004-09       Impact factor: 6.556

5.  Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models.

Authors:  Kristopher J Preacher; Andrew F Hayes
Journal:  Behav Res Methods       Date:  2008-08

Review 6.  The neuroscience of human intelligence differences.

Authors:  Ian J Deary; Lars Penke; Wendy Johnson
Journal:  Nat Rev Neurosci       Date:  2010-02-10       Impact factor: 34.870

7.  Human Demographic History Impacts Genetic Risk Prediction across Diverse Populations.

Authors:  Alicia R Martin; Christopher R Gignoux; Raymond K Walters; Genevieve L Wojcik; Benjamin M Neale; Simon Gravel; Mark J Daly; Carlos D Bustamante; Eimear E Kenny
Journal:  Am J Hum Genet       Date:  2017-03-30       Impact factor: 11.025

8.  The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations.

Authors:  R M Baron; D A Kenny
Journal:  J Pers Soc Psychol       Date:  1986-12

9.  Common genetic variants associated with cognitive performance identified using the proxy-phenotype method.

Authors:  Cornelius A Rietveld; Tõnu Esko; Gail Davies; Tune H Pers; Patrick Turley; Beben Benyamin; Christopher F Chabris; Valur Emilsson; Andrew D Johnson; James J Lee; Christiaan de Leeuw; Riccardo E Marioni; Sarah E Medland; Michael B Miller; Olga Rostapshova; Sven J van der Lee; Anna A E Vinkhuyzen; Najaf Amin; Dalton Conley; Jaime Derringer; Cornelia M van Duijn; Rudolf Fehrmann; Lude Franke; Edward L Glaeser; Narelle K Hansell; Caroline Hayward; William G Iacono; Carla Ibrahim-Verbaas; Vincent Jaddoe; Juha Karjalainen; David Laibson; Paul Lichtenstein; David C Liewald; Patrik K E Magnusson; Nicholas G Martin; Matt McGue; George McMahon; Nancy L Pedersen; Steven Pinker; David J Porteous; Danielle Posthuma; Fernando Rivadeneira; Blair H Smith; John M Starr; Henning Tiemeier; Nicholas J Timpson; Maciej Trzaskowski; André G Uitterlinden; Frank C Verhulst; Mary E Ward; Margaret J Wright; George Davey Smith; Ian J Deary; Magnus Johannesson; Robert Plomin; Peter M Visscher; Daniel J Benjamin; David Cesarini; Philipp D Koellinger
Journal:  Proc Natl Acad Sci U S A       Date:  2014-09-08       Impact factor: 11.205

10.  Sample composition alters associations between age and brain structure.

Authors:  Kaja Z LeWinn; Margaret A Sheridan; Katherine M Keyes; Ava Hamilton; Katie A McLaughlin
Journal:  Nat Commun       Date:  2017-10-12       Impact factor: 14.919

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  11 in total

1.  The Shared Genetic Basis of Educational Attainment and Cerebral Cortical Morphology.

Authors:  Tian Ge; Chia-Yen Chen; Alysa E Doyle; Richard Vettermann; Lauri J Tuominen; Daphne J Holt; Mert R Sabuncu; Jordan W Smoller
Journal:  Cereb Cortex       Date:  2019-07-22       Impact factor: 5.357

2.  What Is the Test-Retest Reliability of Common Task-Functional MRI Measures? New Empirical Evidence and a Meta-Analysis.

Authors:  Maxwell L Elliott; Annchen R Knodt; David Ireland; Meriwether L Morris; Richie Poulton; Sandhya Ramrakha; Maria L Sison; Terrie E Moffitt; Avshalom Caspi; Ahmad R Hariri
Journal:  Psychol Sci       Date:  2020-06-03

3.  Educational attainment polygenic scores, socioeconomic factors, and cortical structure in children and adolescents.

Authors:  Emily C Merz; Jordan Strack; Hailee Hurtado; Uku Vainik; Michael Thomas; Alan Evans; Budhachandra Khundrakpam
Journal:  Hum Brain Mapp       Date:  2022-07-27       Impact factor: 5.399

4.  The Earliest Origins of Genetic Nurture: The Prenatal Environment Mediates the Association Between Maternal Genetics and Child Development.

Authors:  Emma Armstrong-Carter; Sam Trejo; Liam J B Hill; Kirsty L Crossley; Dan Mason; Benjamin W Domingue
Journal:  Psychol Sci       Date:  2020-06-02

5.  Distinct Regionalization Patterns of Cortical Morphology are Associated with Cognitive Performance Across Different Domains.

Authors:  C E Palmer; W Zhao; R Loughnan; J Zou; C C Fan; W K Thompson; A M Dale; T L Jernigan
Journal:  Cereb Cortex       Date:  2021-07-05       Impact factor: 5.357

6.  Cortical Surfaces Mediate the Relationship Between Polygenic Scores for Intelligence and General Intelligence.

Authors:  Tristram A Lett; Bob O Vogel; Stephan Ripke; Carolin Wackerhagen; Susanne Erk; Swapnil Awasthi; Vassily Trubetskoy; Eva J Brandl; Sebastian Mohnke; Ilya M Veer; Markus M Nöthen; Marcella Rietschel; Franziska Degenhardt; Nina Romanczuk-Seiferth; Stephanie H Witt; Tobias Banaschewski; Arun L W Bokde; Christian Büchel; Erin B Quinlan; Sylvane Desrivières; Herta Flor; Vincent Frouin; Hugh Garavan; Penny Gowland; Bernd Ittermann; Jean-Luc Martinot; Marie-Laure Paillère Martinot; Frauke Nees; Dimitri Papadopoulos-Orfanos; Tomáš Paus; Luise Poustka; Juliane H Fröhner; Michael N Smolka; Robert Whelan; Gunter Schumann; Heike Tost; Andreas Meyer-Lindenberg; Andreas Heinz; Henrik Walter
Journal:  Cereb Cortex       Date:  2020-04-14       Impact factor: 4.861

7.  Cognitive and brain development is independently influenced by socioeconomic status and polygenic scores for educational attainment.

Authors:  Nicholas Judd; Bruno Sauce; John Wiedenhoeft; Jeshua Tromp; Bader Chaarani; Alexander Schliep; Betteke van Noort; Jani Penttilä; Yvonne Grimmer; Corinna Insensee; Andreas Becker; Tobias Banaschewski; Arun L W Bokde; Erin Burke Quinlan; Sylvane Desrivières; Herta Flor; Antoine Grigis; Penny Gowland; Andreas Heinz; Bernd Ittermann; Jean-Luc Martinot; Marie-Laure Paillère Martinot; Eric Artiges; Frauke Nees; Dimitri Papadopoulos Orfanos; Tomáš Paus; Luise Poustka; Sarah Hohmann; Sabina Millenet; Juliane H Fröhner; Michael N Smolka; Henrik Walter; Robert Whelan; Gunter Schumann; Hugh Garavan; Torkel Klingberg
Journal:  Proc Natl Acad Sci U S A       Date:  2020-05-19       Impact factor: 12.779

8.  The genetic relationship between educational attainment and cognitive performance in major psychiatric disorders.

Authors:  Ashley L Comes; Fanny Senner; Monika Budde; Kristina Adorjan; Heike Anderson-Schmidt; Till F M Andlauer; Katrin Gade; Maria Hake; Urs Heilbronner; Janos L Kalman; Daniela Reich-Erkelenz; Farah Klöhn-Saghatolislam; Sabrina K Schaupp; Eva C Schulte; Georg Juckel; Udo Dannlowski; Max Schmauß; Jörg Zimmermann; Jens Reimer; Eva Reininghaus; Ion-George Anghelescu; Volker Arolt; Bernhard T Baune; Carsten Konrad; Andreas Thiel; Andreas J Fallgatter; Vanessa Nieratschker; Christian Figge; Martin von Hagen; Manfred Koller; Thomas Becker; Moritz E Wigand; Markus Jäger; Detlef E Dietrich; Sebastian Stierl; Harald Scherk; Carsten Spitzer; Here Folkerts; Stephanie H Witt; Franziska Degenhardt; Andreas J Forstner; Marcella Rietschel; Markus M Nöthen; Jens Wiltfang; Peter Falkai; Thomas G Schulze; Sergi Papiol
Journal:  Transl Psychiatry       Date:  2019-08-28       Impact factor: 6.222

9.  Investigating the genetic architecture of noncognitive skills using GWAS-by-subtraction.

Authors:  Perline A Demange; Margherita Malanchini; Travis T Mallard; Pietro Biroli; Simon R Cox; Andrew D Grotzinger; Elliot M Tucker-Drob; Abdel Abdellaoui; Louise Arseneault; Elsje van Bergen; Dorret I Boomsma; Avshalom Caspi; David L Corcoran; Benjamin W Domingue; Kathleen Mullan Harris; Hill F Ip; Colter Mitchell; Terrie E Moffitt; Richie Poulton; Joseph A Prinz; Karen Sugden; Jasmin Wertz; Benjamin S Williams; Eveline L de Zeeuw; Daniel W Belsky; K Paige Harden; Michel G Nivard
Journal:  Nat Genet       Date:  2021-01-07       Impact factor: 38.330

10.  Evolution of Self-Awareness and the Cultural Emergence of Academic and Non-academic Self-Concepts.

Authors:  David C Geary; Kate M Xu
Journal:  Educ Psychol Rev       Date:  2022-03-21
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