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Mendelian imputation of parental genotypes improves estimates of direct genetic effects

Abstract:
Effects estimated by genome-wide association studies (GWASs) include effects of alleles in an individual on that individual (direct genetic effects), indirect genetic effects (for example, effects of alleles in parents on offspring through the environment) and bias from confounding. Within-family genetic variation is random, enabling unbiased estimation of direct genetic effects when parents are genotyped. However, parental genotypes are often missing. We introduce a method that imputes missing parental genotypes and estimates direct genetic effects. Our method, implemented in the software package snipar (single-nucleotide imputation of parents), gives more precise estimates of direct genetic effects than existing approaches. Using 39,614 individuals from the UK Biobank with at least one genotyped sibling/parent, we estimate the correlation between direct genetic effects and effects from standard GWASs for nine phenotypes, including educational attainment (r = 0.739, standard error (s.e.) = 0.086) and cognitive ability (r = 0.490, s.e. = 0.086). Our results demonstrate substantial confounding bias in standard GWASs for some phenotypes
Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1038/s41588-022-01085-0

Authors

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Institution:
University of Oxford
Department:
Big Data Institute
Role:
Author
ORCID:
0000-0001-9930-989X
More by this author
Institution:
University of Oxford
Department:
Big Data Institute
Role:
Author
ORCID:
0000-0001-5019-514X
More by this author
Role:
Author
ORCID:
0000-0002-5170-7781



Publisher:
Nature Research
Journal:
Nature Genetics More from this journal
Volume:
54
Issue:
6
Pages:
897-905
Publication date:
2022-06-09
DOI:
EISSN:
1546-1718
ISSN:
1061-4036


Language:
English
Keywords:
Pubs id:
1263355
Local pid:
pubs:1263355
Source identifiers:
W4281917178
Deposit date:
2026-04-24
ARK identifier:
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