TY - JOUR
T1 - Genetic associations with learning over 100 days of practice
AU - Youn, Cherry
AU - Grotzinger, Andrew D.
AU - Lill, Christina M.
AU - Bertram, Lars
AU - Schmiedek, Florian
AU - Lövdén, Martin
AU - Lindenberger, Ulman
AU - Nivard, Michel
AU - Harden, K. Paige
AU - Tucker-Drob, Elliot M.
N1 - Funding Information:
E.M.T-D. was supported by National Institutes of Health (NIH) grants R01AG054628, R01HD083613, and R01MH120219, and by a Jacobs Foundation Advanced Research Fellowship. The Population Research Center at the University of Texas at Austin is supported by NIH grant P2CHD042849. The COGITO study was funded by the Max Planck Institute for Human Development, Berlin, the Innovation Grant of the President of the Max Planck Society, the Sofja Kovalevskaja Award of the Alexander von Humboldt Foundation donated by the German Federal Ministry for Education and Research (BMBF) to M.L., the German Research Foundation (DFG; KFG 163), and the German Federal Ministry for Education and Research (DIPF), Frankfurt am Main, Germany. C.M.L. has been supported by the Cure Alzheimer’s Fund. The authors would like to thank the COGITO study participants and COGITO team for their work in collecting, processing, and disseminating these data for analysis.
Publisher Copyright:
© 2022, The Author(s).
PY - 2022/12
Y1 - 2022/12
N2 - Cognitive performance is both heritable and sensitive to environmental inputs and sustained practice over time. However, it is currently unclear how genetic effects on cognitive performance change over the course of learning. We examine how polygenic scores (PGS) created from genome-wide association studies of educational attainment and cognitive performance are related to improvements in performance across nine cognitive tests (measuring perceptual speed, working memory, and episodic memory) administered to 131 adults (N = 51, ages = 20–31, and N = 80, ages = 65–80 years) repeatedly across 100 days. We observe that PGS associations with performance on a given task can change over the course of learning, with the specific pattern of change in associations differing across tasks. PGS correlations with pre-test to post-test scores may mask variability in how soon learning occurs over the course of practice. The associations between PGS and learning do not appear to simply reconstitute patterns of association between baseline performance and subsequent learning. Associations involving PGSs, however, were small with large confidence intervals. Intensive longitudinal research such as that described here may be of substantial value for clarifying the genetics of learning when implemented as far larger scale.
AB - Cognitive performance is both heritable and sensitive to environmental inputs and sustained practice over time. However, it is currently unclear how genetic effects on cognitive performance change over the course of learning. We examine how polygenic scores (PGS) created from genome-wide association studies of educational attainment and cognitive performance are related to improvements in performance across nine cognitive tests (measuring perceptual speed, working memory, and episodic memory) administered to 131 adults (N = 51, ages = 20–31, and N = 80, ages = 65–80 years) repeatedly across 100 days. We observe that PGS associations with performance on a given task can change over the course of learning, with the specific pattern of change in associations differing across tasks. PGS correlations with pre-test to post-test scores may mask variability in how soon learning occurs over the course of practice. The associations between PGS and learning do not appear to simply reconstitute patterns of association between baseline performance and subsequent learning. Associations involving PGSs, however, were small with large confidence intervals. Intensive longitudinal research such as that described here may be of substantial value for clarifying the genetics of learning when implemented as far larger scale.
UR - http://www.scopus.com/inward/record.url?scp=85129682723&partnerID=8YFLogxK
U2 - 10.1038/s41539-022-00121-2
DO - 10.1038/s41539-022-00121-2
M3 - Journal articles
AN - SCOPUS:85129682723
VL - 7
JO - npj Science of Learning
JF - npj Science of Learning
IS - 1
M1 - 7
ER -