Gene discovery and polygenic prediction from a genome-wide association study of educational attainment in 1.1 million individuals. Review uri icon

Overview

abstract

  • Here we conducted a large-scale genetic association analysis of educational attainment in a sample of approximately 1.1 million individuals and identify 1,271 independent genome-wide-significant SNPs. For the SNPs taken together, we found evidence of heterogeneous effects across environments. The SNPs implicate genes involved in brain-development processes and neuron-to-neuron communication. In a separate analysis of the X chromosome, we identify 10 independent genome-wide-significant SNPs and estimate a SNP heritability of around 0.3% in both men and women, consistent with partial dosage compensation. A joint (multi-phenotype) analysis of educational attainment and three related cognitive phenotypes generates polygenic scores that explain 11-13% of the variance in educational attainment and 7-10% of the variance in cognitive performance. This prediction accuracy substantially increases the utility of polygenic scores as tools in research.

authors

  • Lee, James J
  • Wedow, Robbee
  • Okbay, Aysu
  • Kong, Edward
  • Maghzian, Omeed
  • Zacher, Meghan
  • Nguyen-Viet, Tuan Anh
  • Bowers, Peter
  • Sidorenko, Julia
  • Karlsson Linnér, Richard
  • Fontana, Mark
  • Kundu, Tushar
  • Lee, Chanwook
  • Li, Hui
  • Li, Ruoxi
  • Royer, Rebecca
  • Timshel, Pascal N
  • Walters, Raymond K
  • Willoughby, Emily A
  • Yengo, Loïc
  • Alver, Maris
  • Bao, Yanchun
  • Clark, David W
  • Day, Felix R
  • Furlotte, Nicholas A
  • Joshi, Peter K
  • Kemper, Kathryn E
  • Kleinman, Aaron
  • Langenberg, Claudia
  • Mägi, Reedik
  • Trampush, Joey W
  • Verma, Shefali Setia
  • Wu, Yang
  • Lam, Max
  • Zhao, Jing Hua
  • Zheng, Zhili
  • Boardman, Jason D
  • Campbell, Harry
  • Freese, Jeremy
  • Harris, Kathleen Mullan
  • Hayward, Caroline
  • Herd, Pamela
  • Kumari, Meena
  • Lencz, Todd
  • Luan, Jian'an
  • Malhotra, Anil K
  • Metspalu, Andres
  • Milani, Lili
  • Ong, Ken K
  • Perry, John R B
  • Porteous, David J
  • Ritchie, Marylyn D
  • Smart, Melissa C
  • Smith, Blair H
  • Tung, Joyce Y
  • Wareham, Nicholas J
  • Wilson, James F
  • Beauchamp, Jonathan P
  • Conley, Dalton C
  • Esko, Tõnu
  • Lehrer, Steven F
  • Magnusson, Patrik K E
  • Oskarsson, Sven
  • Pers, Tune H
  • Robinson, Matthew R
  • Thom, Kevin
  • Watson, Chelsea
  • Chabris, Christopher F
  • Meyer, Michelle N
  • Laibson, David I
  • Yang, Jian
  • Johannesson, Magnus
  • Koellinger, Philipp D
  • Turley, Patrick
  • Visscher, Peter M
  • Benjamin, Daniel J
  • Cesarini, David

publication date

  • July 23, 2018

Research

keywords

  • Multifactorial Inheritance

Identity

PubMed Central ID

  • PMC6393768

Scopus Document Identifier

  • 85050543338

Digital Object Identifier (DOI)

  • 10.1038/s41588-018-0147-3

PubMed ID

  • 30038396

Additional Document Info

volume

  • 50

issue

  • 8