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Published on: June 21, 2018
An introduction to polygenic scores - methodological basics and recent advances
Hannah Klinkhammer1, Andreas Mayr1, Carlo Maj2
1Marburg University Institute for Medical Biometry and Statistics Hans-Meerwein-Str. 6 35032 Marburg Germany.
Polygenic scores (PGS) estimate genetic risk for diseases by summarizing many genetic variants. This review covers PGS principles, applications in precision medicine, and their limitations for clinical integration.
Area of Science:
- Genetics
- Bioinformatics
- Preventive Medicine
Background:
- Polygenic scores (PGS) estimate genetic predisposition to complex diseases and traits.
- Numerous PGS have been developed using genome-wide association studies (GWAS) and population biobanks.
- PGS summarize the effects of many genetic variants for risk stratification.
Purpose of the Study:
- To review the principles, generation, and application of PGS.
- To outline the translational role of PGS in precision medicine and personalized risk stratification.
- To discuss limitations and future perspectives for clinical integration of PGS.
Main Methods:
- Review of existing literature on polygenic scores.
- Explanation of PGS generation from GWAS data and biobanks.
- Discussion of PGS application in risk stratification and precision medicine.
Main Results:
- PGS can support risk stratification for multifactorial diseases.
- Potential exists for integrating PGS with clinical risk factors for personalized prevention.
- Limitations include generalizability across populations and missing heritability.
Conclusions:
- PGS offer a promising tool for personalized risk stratification and preventive medicine.
- Methodological developments are paving the way for clinical integration of PGS.
- Addressing limitations is crucial for the effective and equitable use of PGS in healthcare.
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