Contextualizing genetic risk score for disease screening and rare variant discovery
Dan Zhou1, Dongmei Yu2,3, Jeremiah M Scharf2,3,4,5
1Vanderbilt Genetics Institute, Division of Genetic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA.
Nature Communications
|July 21, 2021
Summary
Common genetic variants (polygenic burden) can help discover rare, large-effect variants (LEV) in complex diseases. This approach aids in prioritizing samples for genetic sequencing and has clinical implications.
Area of Science:
- Genetics
- Genomic Medicine
- Complex Trait Genetics
Background:
- Complex traits are influenced by both common, small-effect variants (polygenic burden) and rare, large-effect variants (LEV).
- Understanding the interplay between these variant types is crucial for genetic discovery and clinical applications.
Purpose of the Study:
- To identify conditions where polygenic burden (PB) derived from GWAS can facilitate rare pathogenic variant (LEV) discovery.
- To evaluate PB as a tool for prioritizing samples in whole-genome or exome sequencing studies.
- To explore the clinical utility of PB in relation to LEV-derived risk.
Main Methods:
- Extensive simulations of genetic architectures and disease liability models using empirical data.
- Quantification of the power to detect differences in PB between LEV carriers and non-carriers among cases.
- Development and application of a summary-statistics-based methodology (PB-LEV-SCAN) for predicting LEV screening utility.
Main Results:
- Identified conditions where GWAS-derived PB can effectively support rare pathogenic variant discovery.
- Demonstrated that PB can serve as a valuable sample prioritization tool for sequencing.
- Uncovered clinically relevant scenarios where PB-derived risk is comparable to LEV-derived risk.
- PB-LEV-SCAN successfully predicted LEV screening utility for 36 complex traits, validated in UK Biobank data.
Conclusions:
- Polygenic burden is a powerful tool for enhancing rare variant discovery and sample selection in complex trait genetics.
- The PB-LEV-SCAN methodology offers a practical approach for clinical decision-making regarding genetic screening.
- Integrating polygenic burden into genetic studies has significant implications for understanding and managing complex diseases.
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