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GWAS Study

Using genetic variation to disentangle the complex relationship between food intake and health outcomes.

Pirastu N, McDonnell C, Grzeszkowiak EJ et al.

35653391 PubMed ID
GWAS Study Type
173924 Participants
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Chapter I

Publication Details

Comprehensive information about this research publication

Authors

PN
Pirastu N
MC
McDonnell C
GE
Grzeszkowiak EJ
MN
Mounier N
IF
Imamura F
MJ
Merino J
DF
Day FR
ZJ
Zheng J
TN
Taba N
CM
Concas MP
RL
Repetto L
KK
Kentistou KA
RA
Robino A
ET
Esko T
JP
Joshi PK
FK
Fischer K
OK
Ong KK
GT
Gaunt TR
KZ
Kutalik Z
PJ
Perry JRB
WJ
Wilson JF
Chapter II

Abstract

Summary of the research findings

Diet is considered as one of the most important modifiable factors influencing human health, but efforts to identify foods or dietary patterns associated with health outcomes often suffer from biases, confounding, and reverse causation. Applying Mendelian randomization in this context may provide evidence to strengthen causality in nutrition research. To this end, we first identified 283 genetic markers associated with dietary intake in 445,779 UK Biobank participants. We then converted these associations into direct genetic effects on food exposures by adjusting them for effects mediated via other traits. The SNPs which did not show evidence of mediation were then used for MR, assessing the association between genetically predicted food choices and other risk factors, health outcomes. We show that using all associated SNPs without omitting those which show evidence of mediation, leads to biases in downstream analyses (genetic correlations, causal inference), similar to those present in observational studies. However, MR analyses using SNPs which have only a direct effect on the exposure on food exposures provided unequivocal evidence of causal associations between specific eating patterns and obesity, blood lipid status, and several other risk factors and health outcomes.

141,145 European ancestry individuals

Chapter III

Study Statistics

Key metrics and study information

173924
Total Participants
GWAS
Study Type
Yes
Replicated
32,779 individuals
Replication Participants
European
Ancestry
U.K.
Recruitment Country
Chapter IV

AI-Generated Summary

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