Genome-wide association meta-analysis of age at onset of walking in over 70,000 infants of European ancestry

  • Anna Gui
  • , Anja Hollowell
  • , Emilie M. Wigdor
  • , Morgan J. Morgan
  • , Laurie J. Hannigan
  • , Elizabeth C. Corfield
  • , Veronika Odintsova
  • , Jouke Jan Hottenga
  • , Andrew Wong
  • , René Pool
  • , Harriet Cullen
  • , Siân Wilson
  • , Varun Warrier
  • , Espen M. Eilertsen
  • , Ole A. Andreassen
  • , Christel M. Middeldorp
  • , Beate St Pourcain
  • , Meike Bartels
  • , Dorret I. Boomsma
  • , Catharina A. Hartman
  • Elise B. Robinson, Tomoki Arichi, Anthony D. Edwards, Mark H. Johnson, Frank Dudbridge, Stephan J. Sanders, Alexandra Havdahl, Angelica Ronald*
*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

Age at onset of walking is an important early childhood milestone which is used clinically and in public health screening. In this genome-wide association study meta-analysis of age at onset of walking (N = 70,560 European-ancestry infants), we identified 11 independent genome-wide significant loci. SNP-based heritability was 24.13% (95% confidence intervals = 21.86–26.40) with ~11,900 variants accounting for about 90% of it, suggesting high polygenicity. One of these loci, in gene RBL2, co-localized with an expression quantitative trait locus (eQTL) in the brain. Age at onset of walking (in months) was negatively genetically correlated with ADHD and body-mass index, and positively genetically correlated with brain gyrification in both infant and adult brains. The polygenic score showed out-of-sample prediction of 3–5.6%, confirmed as largely due to direct effects in sib-pair analyses, and was separately associated with volume of neonatal brain structures involved in motor control. This study offers biological insights into a key behavioural marker of neurodevelopment.

Original languageEnglish
Pages (from-to)1470-1487
Number of pages18
JournalNature Human Behaviour
Volume9
Issue number7
Early online dateMay 2025
DOIs
Publication statusPublished - Jul 2025
Externally publishedYes

Keywords

  • Child cohort
  • Cohort profile
  • Enrichment
  • Genetic correlation
  • Heritability
  • Milestones
  • Netherlands twin register
  • Norwegian mother
  • Set
  • Tool

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