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Principles and methods for transferring polygenic risk scores across global populations
Linda Kachuri1,2, Nilanjan Chatterjee3, Jibril Hirbo4,5
1Department of Epidemiology and Population Health, Stanford University School of Medicine, Stanford, CA, USA.
Polygenic risk scores (PRSs) developed in European populations show poor performance in diverse ancestries, potentially worsening health disparities. Developing globally applicable PRSs is crucial for precision medicine and health equity.
Area of Science:
- Genetics
- Genomics
- Precision Medicine
Background:
- Polygenic risk scores (PRSs) predict genetic predisposition for complex traits and diseases.
- Current PRSs are primarily developed using data from European genetic ancestries.
- This ancestry-specific development limits PRS utility and can exacerbate health disparities in non-European populations.
Purpose of the Study:
- To identify genetic and modifiable risk factors affecting PRS transferability across diverse populations.
- To review existing methods for constructing PRSs for diverse ancestries.
- To highlight the importance of developing equitable PRSs for global health.
Main Methods:
- Literature review of factors limiting PRS transferability.
- Analysis of strengths and weaknesses of current PRS construction methodologies for diverse ancestries.
Main Results:
- Genetic and modifiable factors significantly impact PRS predictive performance across different ancestries.
- Existing PRS construction methods have limitations in ensuring equitable performance in diverse populations.
- Poor transferability of PRSs contributes to health disparities.
Conclusions:
- Ensuring PRS applicability across diverse populations is essential for advancing precision medicine.
- Innovation in PRS development is needed to promote global health equity.
- Developing PRSs that benefit all populations is a critical goal for research and clinical settings.
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