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Polygenic Risk Scores for Prediction of Breast Cancer and Breast Cancer Subtypes.
Nasim Mavaddat1, Kyriaki Michailidou2, Joe Dennis1
1Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge CB1 8RN, UK.
American Journal of Human Genetics
|December 18, 2018
Summary
Polygenic risk scores (PRSs) can identify women at high risk for breast cancer. These validated PRSs accurately predict overall and estrogen receptor-specific disease, aiding prevention strategies.
Area of Science:
- Genetics and Genomics
- Oncology
- Epidemiology
Background:
- Stratifying breast cancer risk using polygenic risk scores (PRSs) can enhance screening and prevention.
- Estrogen receptor (ER)-specific risk prediction is crucial for personalized strategies.
Purpose of the Study:
- Develop and validate PRSs optimized for predicting ER-specific breast cancer.
- Utilize the largest available genome-wide association dataset for PRS development.
Main Methods:
- Developed PRSs using stepwise regression or lasso penalized regression on a large dataset (94,075 cases, 75,017 controls).
- Validated PRSs in independent prospective studies (11,428 cases, 18,323 controls) and UK Biobank (190,040 women).
- Selected 313 single-nucleotide polymorphisms (SNPs) for the final PRS models.
Main Results:
- The best PRS demonstrated an odds ratio of 1.61 per SD for overall breast cancer (AUC=0.630).
- Top centile PRS indicated a 32.6% lifetime risk for overall breast cancer.
- Highest PRS group showed 4.37-fold (ER-positive) and 2.78-fold (ER-negative) risks; lowest PRS group showed reduced risks (0.16- and 0.27-fold).
Conclusions:
- The developed PRS is a powerful and reliable predictor of breast cancer risk.
- PRS demonstrates good calibration and accurate prediction, especially in the tails of the risk distribution.
- This PRS holds potential for improving breast cancer prevention programs and personalized risk assessment.
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