Biobank-scale survey of gene-diet interactions informs precision nutrition polygenic scores
Di Scipio, M.; Man, A.; Lali, R.; Wu, J.; Le, A.; Franks, P. W.; Pare, G.
Show abstract
Genome-guided dietary advice is a goal of precision nutrition. However, the contribution of gene-diet interactions (GxDs) to disease risk remains unclear, hindering the identification of diet-outcome pairs more likely amenable to genetic-based recommendations. We thus implemented a two-step approach: first, we comprehensively assessed the contributions of genome-wide GxDs to cardiometabolic outcomes across a broad array of dietary exposures in UK Biobank participants (N = 141,144 to 325,989). Second, we selected the 20 significant diet-outcome pairs from the 713 pairs tested (p < 7.0 x 10-5) and derived GxD polygenic scores. In an independent sample, all scores were nominally associated with their corresponding outcomes, with 12 of 20 polygenic scores Bonferroni significant (p < 0.0025). Further analyses revealed GxD polygenic scores were associated with clinical outcomes such as incident gout, suggesting translational potential. Altogether, these results showcase the promise of GxD scores to inform precision nutrition.
Matching journals
The top 3 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Comprehensive genomic analysis of dietary habits in UK Biobank identifies hundreds of genetic loci and establishes causal relationships between educational attainment and healthy eating 98%
- Genome-wide association study of 1,391 plasma metabolites in 6,136 Finnish men identifies 303 novel signals and provides biological insights into human diseases 97%
- Metabolome-wide Mendelian randomization characterizes heterogeneous and shared causal effects of metabolites on human health 96%
Similar papers in this journal
- A genetic map of human metabolism across the allele frequency spectrum 96%
- A combined polygenic score of 21,293 rare and 22 common variants significantly improves diabetes diagnosis based on hemoglobin A1C levels 96%
- Genome-wide analysis of binge-eating disorder identifies the first three risk loci and implicates iron metabolism 96%
Similar papers in this journal
Similar papers in this journal
- Proteome-wide Mendelian randomization implicates nephronectin as an actionable mediator of the effect of obesity on COVID-19 severity 96%
- Characterization of the genetic architecture of BMI in infancy and early childhood reveals age-specific effects and implicates pathways involved in Mendelian obesity 95%
- Identification and characterization of human GDF15 knockouts 95%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.