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The expected polygenic risk score (ePRS) framework: an equitable metric for quantifying polygenetic risk via modeling
Yu-Jyun Huang1,2, Nuzulul Kurniansyah3, Matthew O Goodman1,3
1Department of Medicine, Harvard Medical School, Boston, MA, USA.
Medrxiv : the Preprint Server for Health Sciences
|January 7, 2025
Summary
Polygenic risk scores (PRSs) can be biased by genetic ancestry. A new framework calibrates PRSs using ancestral makeup, ensuring equitable genetic risk assessment across diverse populations.
Area of Science:
- Genetics
- Population Genetics
- Statistical Genetics
Background:
- Polygenic risk scores (PRSs) are crucial for genetic risk prediction.
- Allele frequency differences across ancestral populations introduce bias in PRSs.
- This necessitates methods for equitable PRS application in diverse cohorts.
Purpose of the Study:
- To propose a novel framework for calibrating PRSs based on an individual's ancestral makeup.
- To introduce expected PRS (ePRS) and residual PRS (rPRS) metrics for bias correction.
- To ensure equitable genetic risk quantification across diverse populations.
Main Methods:
- Defined ePRS as the expected PRS value based on global/local admixture.
- Defined rPRS as the deviation of PRS from ePRS.
- Validated the framework using simulation studies and real-world datasets (TOPMed, All of Us).
Main Results:
- Adjusting for ePRS yields nearly unbiased PRS-outcome association estimates.
- rPRS effect size adjusted for ePRS mirrors PRS adjusted for genetic principal components (PCs).
- Consistent results across cardiovascular traits in TOPMed and All of Us datasets.
Conclusions:
- The ePRS framework effectively corrects for population stratification in PRS analysis.
- This approach provides an equitable strategy for quantifying genetic risk in diverse populations.
- Facilitates broader and fairer implementation of polygenic risk scores.
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