Pathway Polygenic Risk Scores for Gene-Environment Interaction Analysis
Author Information
Author(s): Gauderman W. James, Fu Yubo, Queme Bryan, Kawaguchi Eric, Wang Yinqiao, Morrison John, Brenner Hermann, Chan Andrew, Gruber Stephen B., Keku Temitope, Li Li, Moreno Victor, Pellatt Andrew J, Peters Ulrike, Samadder N. Jewel, Schmit Stephanie L., Ulrich Cornelia M., Um Caroline, Wu Anna, Lewinger Juan Pablo, Drew David A., Mi Huaiyu
Primary Institution: University of Southern California
Hypothesis
Can pathway-defined polygenic risk scores (pPRS) improve the detection of gene-environment interactions compared to standard polygenic risk scores (PRS)?
Conclusion
The study found that pPRS significantly improved the detection of interactions between genetic risk and NSAID use in colorectal cancer compared to standard PRS.
Supporting Evidence
- Pathway-defined PRS showed greater power in detecting interactions than standard PRS.
- Significant pPRS × NSAIDs interaction was found in the TGF-β and GRHR pathways.
- Regular NSAIDs use reduced CRC risk more significantly in individuals with high genetic risk.
Takeaway
This study shows that using special scores based on genetic pathways can help us understand how our genes and things we do, like taking medicine, work together to affect our health.
Methodology
The study used logistic regression to analyze interactions between polygenic risk scores and NSAID use in a large cohort of colorectal cancer patients.
Potential Biases
There may be biases related to the population from which the genetic data was derived.
Limitations
The study may not account for all potential confounding factors and relies on existing genetic data.
Participant Demographics
The study included 33,937 colorectal cancer cases and 44,316 controls, with complete data on NSAIDs, genotypes, and covariates.
Statistical Information
P-Value
0.0003
Confidence Interval
0.70, 0.74
Statistical Significance
p<0.05
Digital Object Identifier (DOI)
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