Imputation of fluid intelligence scores reduces ascertainment bias and increases power for analyses of common and rare variants

Abstract Studying the genetics of intelligence provides insight into the neurobiology of cognitive function and rare neurodevelopmental conditions. Here we integrated fluid intelligence (FI) tests across different UK Biobank measures and imputed FI for unmeasured individuals, increasing the sample size from ~270,000 to >455,000. We show through extensive validation that the imputed phenotype genetically resembles measured FI, although some noncognitive signal likely remains. Combining measured and imputed FI increases the number of independent significant common SNP associations from 390 to 550 and reduces the ascertainment bias introduced by FI test participants being, on average, more educated. Rare variant analyses identify 26 significantly associated genes (false discovery rate < 1%), including 8 without strong prior evidence of involvement in intelligence or neurodevelopmental conditions, which replicate in aggregate in external cohorts. Our results demonstrate that imputed intelligence can boost power for genetic discovery and support its use to help discover new neurodevelopmental condition-associated genes.

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Publication Details

Journal
Nature Genetics
Published
2026-10-05
DOI
https://doi.org/10.1038/s41588-026-02787-5
Primary Topic
Genetic Associations and Epidemiology
Type
article
Field-Weighted Citation Impact
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article

Imputation of fluid intelligence scores reduces ascertainment bias and increases power for analyses of common and rare variants

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Imputation of fluid intelligence scores reduces ascertainment bias and increases power for analyses of common and rare variants

Dirk J. A. Smit, Daniel Shiloh Malawsky, Klaudia Walter, Abdel Abdellaoui, Duncan S. Palmer, Petr Danecek, Georgios Kalantzis, Ewan Birney, Sarah Lindsay, Matthew E. Hurles, David T. Berg, Hilary C. Martin, Karin J. H. Verweij, Wei Huang, Isaac Wade
article en

Abstract

Abstract Studying the genetics of intelligence provides insight into the neurobiology of cognitive function and rare neurodevelopmental conditions. Here we integrated fluid intelligence (FI) tests across different UK Biobank measures and imputed FI for unmeasured individuals, increasing the sample size from ~270,000 to >455,000. We show through extensive validation that the imputed phenotype genetically resembles measured FI, although some noncognitive signal likely remains. Combining measured and imputed FI increases the number of independent significant common SNP associations from 390 to 550 and reduces the ascertainment bias introduced by FI test participants being, on average, more educated. Rare variant analyses identify 26 significantly associated genes (false discovery rate < 1%), including 8 without strong prior evidence of involvement in intelligence or neurodevelopmental conditions, which replicate in aggregate in external cohorts. Our results demonstrate that imputed intelligence can boost power for genetic discovery and support its use to help discover new neurodevelopmental condition-associated genes.

Nature Genetics
European Bioinformatics Institute (GB), Wellcome Sanger Institute (GB), University of Oxford (GB), Amsterdam University Medical Centers (NL), University of Amsterdam (NL)
Openalex Percentile: Top 13%
Genetic Associations and Epidemiology
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